{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "22a32fe9-4e15-4b44-a511-4574942d170c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import glob\n",
    "import cv2\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import os, sys, glob, argparse\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "\n",
    "import cv2\n",
    "from PIL import Image\n",
    "from sklearn.model_selection import train_test_split, StratifiedKFold, KFold\n",
    "\n",
    "import torch\n",
    "torch.manual_seed(0)\n",
    "torch.backends.cudnn.deterministic = False\n",
    "torch.backends.cudnn.benchmark = True\n",
    "\n",
    "import torchvision.models as models\n",
    "import torchvision.transforms as transforms\n",
    "import torchvision.datasets as datasets\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "from torch.autograd import Variable\n",
    "from torch.utils.data.dataset import Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "02a5c91d-b205-474c-9b1f-c1866e8d2dd8",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "train_tiff1 = glob.glob('./高分辨率遥感影像建筑物变化检测挑战赛公开数据-初赛/初赛训练集/Image1/*')\n",
    "train_tiff2 = glob.glob('./高分辨率遥感影像建筑物变化检测挑战赛公开数据-初赛/初赛训练集/Image2/*')\n",
    "train_label = glob.glob('./高分辨率遥感影像建筑物变化检测挑战赛公开数据-初赛/初赛训练集/label1/*')\n",
    "\n",
    "train_tiff1.sort()\n",
    "train_tiff2.sort()\n",
    "train_label.sort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f6e9c093-4edb-4e75-bf42-bc52070ba7f3",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "test_tiff1 = glob.glob('./高分辨率遥感影像建筑物变化检测挑战赛公开数据-初赛/初赛测试集/Image1/*')\n",
    "test_tiff2 = glob.glob('./高分辨率遥感影像建筑物变化检测挑战赛公开数据-初赛/初赛测试集/Image2/*')\n",
    "\n",
    "test_tiff1.sort()\n",
    "test_tiff2.sort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b09d191d-6de3-4754-b79f-1335a53d1018",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], [])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = 120\n",
    "img1 = cv2.imread(train_tiff1[idx])\n",
    "img2 = cv2.imread(train_tiff2[idx])\n",
    "label = cv2.imread(train_label[idx])\n",
    "\n",
    "plt.figure(dpi=200)\n",
    "plt.subplot(131)\n",
    "plt.imshow(img1)\n",
    "plt.xticks([]); plt.yticks([])\n",
    "\n",
    "plt.subplot(132)\n",
    "plt.imshow(img2)\n",
    "plt.xticks([]); plt.yticks([])\n",
    "\n",
    "plt.subplot(133)\n",
    "plt.imshow(label[:, :, 1] * 128)\n",
    "plt.xticks([]); plt.yticks([])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "277824d8-a0ee-4f9a-bad2-d4bc49d9f6e5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('./高分辨率遥感影像建筑物变化检测挑战赛公开数据-初赛/初赛训练集/Image1/1223.tif',\n",
       " './高分辨率遥感影像建筑物变化检测挑战赛公开数据-初赛/初赛训练集/Image2/1223.tif',\n",
       " './高分辨率遥感影像建筑物变化检测挑战赛公开数据-初赛/初赛训练集/label1/1223.png')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_tiff1[idx], train_tiff2[idx], train_label[idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "fff21c97-f47b-469f-aa69-163a97ad9b94",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import segmentation_models_pytorch as smp\n",
    "\n",
    "model = smp.Unet(\n",
    "    encoder_name=\"resnet18\",        # choose encoder, e.g. mobilenet_v2 or efficientnet-b7\n",
    "    encoder_weights=\"imagenet\",     # use `imagenet` pre-trained weights for encoder initialization\n",
    "    in_channels=6,                  # model input channels (1 for gray-scale images, 3 for RGB, etc.)\n",
    "    classes=1,                      # model output channels (number of classes in your dataset)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "b19a1aed-67a6-4e59-9054-f9445dfb2489",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "DATA_CACHE = {}\n",
    "class XunFeiDataset(Dataset):\n",
    "    def __init__(self, tiff1_path, tiff2_path, label_path, transform=None):\n",
    "        self.tiff1_path = tiff1_path\n",
    "        self.tiff2_path = tiff2_path\n",
    "        self.label_path = label_path\n",
    "\n",
    "        if transform is not None:\n",
    "            self.transform = transform\n",
    "        else:\n",
    "            self.transform = None\n",
    "    \n",
    "    def __getitem__(self, index):\n",
    "        if self.tiff1_path[index] in DATA_CACHE:\n",
    "            img1 = DATA_CACHE[self.tiff1_path[index]]\n",
    "            img2 = DATA_CACHE[self.tiff2_path[index]]\n",
    "            label = DATA_CACHE[self.label_path[index]]\n",
    "\n",
    "        else:\n",
    "            img1 = cv2.imread(self.tiff1_path[index])\n",
    "            img2 = cv2.imread(self.tiff2_path[index])\n",
    "            label = cv2.imread(self.label_path[index])\n",
    "            # label = cv2.resize(label, (256, 256))\n",
    "            \n",
    "            DATA_CACHE[self.tiff1_path[index]] = img1\n",
    "            DATA_CACHE[self.tiff2_path[index]] = img2\n",
    "            DATA_CACHE[self.label_path[index]] = label\n",
    "            \n",
    "        if np.random.randint(10) > 5:\n",
    "            img = np.dstack([img1, img2])\n",
    "            # img = img1 - img2\n",
    "        else:\n",
    "            img = np.dstack([img2, img1])\n",
    "            # img = img2 - img1\n",
    "\n",
    "        if self.transform is not None:\n",
    "            result = self.transform(image = img, mask=label)\n",
    "            img = result['image']\n",
    "            label = result['mask']\n",
    "            \n",
    "        img = img.transpose([2,0,1])\n",
    "        label = label.transpose([2,0,1])\n",
    "        return img, torch.from_numpy(label).long()\n",
    "    \n",
    "    def __len__(self):\n",
    "        return len(self.tiff1_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "db665ad3-aa4f-41c8-abbb-8c5290851671",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import albumentations as A\n",
    "\n",
    "train_dataset = XunFeiDataset(\n",
    "    train_tiff1[:-500], train_tiff2[:-500], train_label[:-500],\n",
    "    A.Compose([\n",
    "    A.RandomRotate90(),\n",
    "        # A.Resize(256, 256),\n",
    "        A.HorizontalFlip(p=0.5),\n",
    "        A.RandomContrast(p=0.5),\n",
    "        A.RandomBrightnessContrast(p=0.5),\n",
    "        A.Blur(p=0.5),\n",
    "        A.Normalize(mean=(0.485, 0.456, 0.406, 0.485, 0.456, 0.406), std=(0.229, 0.224, 0.225,0.229, 0.224, 0.225,))\n",
    "]))\n",
    "\n",
    "train_loader = torch.utils.data.DataLoader(\n",
    "    train_dataset, batch_size=5, shuffle=True, num_workers=1, pin_memory=False\n",
    ")\n",
    "\n",
    "val_dataset = XunFeiDataset(\n",
    "    train_tiff1[-500:], train_tiff2[-500:], train_label[-500:],\n",
    "    A.Compose([\n",
    "    # A.RandomRotate90(),\n",
    "        # A.Resize(256, 256),\n",
    "        # A.HorizontalFlip(p=0.5),\n",
    "        # A.RandomContrast(p=0.5),\n",
    "        # A.RandomBrightnessContrast(p=0.5),\n",
    "        A.Normalize(mean=(0.485, 0.456, 0.406, 0.485, 0.456, 0.406), std=(0.229, 0.224, 0.225,0.229, 0.224, 0.225,))\n",
    "]))\n",
    "\n",
    "val_loader = torch.utils.data.DataLoader(\n",
    "    val_dataset, batch_size=5, shuffle=True, num_workers=1, pin_memory=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "22c40550-763a-4644-80cf-df96780d5ad9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], [])"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hh9cfoU25zrwibUKzEL5q2X0mbF4pkjPDlW376aOGl+MVf3j5FZ75BxqJeMnsZWDnejxWWLmoZ1TPRiI7ifhyg3iUrgBvX58bqhNbedHAgMeT+Spd8w/vf43f//x7nD87sHnl7X5sPJf7K/7T11t+v820m5GrXU9Mjrs/u+XFjzPtmx537I0V9B5Rtb9ThpjR4KBtUFUkt+TrHcOzLblxNHcD7jTYay8jbminNZ9STKrrl4pY4cSXf1flDLVQnG3/skJM+KEUnS7JWEt9f60TA3DO2Xuc2D7US8bb7yRrWb8fq1mW1xaKrSUO4g4uzxpOLxx3v6HwUU/TRi7DgcOPwb8N/Adf/CanoQGF/saDbkAgbh25kemZN21qKMqfYOtf9vZae+YJLrmFYkymf9sP7H1p48o1KcSN0N6B7x1+UPqnLerhcusZd2LqHQFVQcuGuMHeU4F9Xb9dtGew76G9zzTHXJ7/QnsXcaceaRpogBAmRYCdq7x8+E/npd4/Nf+RxOOCqnPg3WMVQf23M4ZbvSduhdwo6nRaY9dYY4011vhm4lsF03FrJQHJBhAssavMrS4SiMJKT0kHk9y2JiM5FMlYYUhT50rybQmI+sKQRZONSyqgN8vEFOdgErBwyjR3PXKJSM6oczROyK1V0qsMOnsDhlUiK1nxl1Sq6orro8n1dibNdr1OsvMcBRV78FWQZqBWcAMEhWbjeT3siNkReiWcE819AAqAScIX91dsno2krdK9Ft6OO5rdSA6Ow08G1HXkBv7i66f8t77/F3zxQWD3F95AaUng4tZkvuGc2Xw94oaEjAl/HtFtg7qOuBPcYMdruG1orvcIxoxJNsDjIgWwCamzYw8FTDeWFErWqfAx/VnkF+qq9K/qNg1Epk2Y3l+TTrK9fgJdnlIAgBy8sZ0FSG9eJ9QJx0/EEsoaQsneeJxAFvn3cGsJir8Iu8+MRVFn+3n1Q0X9hrhTXC/4C/zjf/p92lee7o0STkXivC3tBNGkiS6ZVDBcxCTqN6CiiBO0ZJei9W+mJNZfEofPRpCGy9mRv9xwue1oR+jegT8rfmQqNLX3cJ8ahmep3EeCJCGfPTIId78O/uKnpFG9gfq4USsEbCAeasHIwO/hR3b9T/ef1ERwTgora1oPY2250AKmrR1DCwgwZi4HmQpTiB2rGUzbOQxHY0Xj/Xtg4Rc0Du7CB4cHXl4/RZIi/Yh2HokKWpQB1AKVvcdaT+w/cePJTYNkwV0czR00Dxl/SdO9X9tk1GlZKwXfK83Jkv9wsfUhdoBYQai9T4RTwl2SgUMMyF0J+D4QtyZXrS0L6uwxs3mrdK+HSSkULoG09dx/ceDf1d/iP2x/nUM3sA0jXYjctidumzNPmhONJFKpMj5v7vkovGPvejYycuUu7CSykUwjdkxG4Jgdn6Ur/rPzr/D1eODge/7z+0/4Rz/8Pvrlhu6to31nqqDshfbOoZ+15Rrd8NBckTbK4Uth99WAO40zCG2CrVHRFnRRhU2Leo80AQXGJxuOHzVWSDsvROvl3Nkb7a/aIrM8j3Ut1MB0T9u9Jo/AlCTF9xkXcyks2vOtgmh1bl7alu+P0QCdc1YAuETCRfEXR+qdFRod098IU9FR1Vo3+ivH8Tuw+dV7nu5POFF+fLBekeYofPHqBucT8UXijXe4sSnrc3n2RXDJvsvW98fFVlRQr6VtByS58pyRqQ0MnfOBCUiWHMLauezz+mdw+tiuxbhV1CvxOtEqpCzkLKAyFTwfrVltadHphfYdSHakTgqLDu0dBpi9/+njXJ9lORs4rgDbufn3i3UeFs/M4JBR5nsbsXMpWt6n4Is6JTCrrNZYY4011vjG4lsF09ooOc2sVHfOtPeWnFVJozGXOrEkqZXpIfxIwh0NqLpoidHc4ww1Q1FvvXWW7FulOjfCsJcJzIceS0jAklIVJGfcmO3zNmIy1V4JWQm9MAxl+99lS2r6aIB0iLg2sP26Ie4crnyufb9OyZIkY4Iqc5iPTBLyl+crgsuMW2H7Zaa7y4RerE+5gbfvdjiU8Tpz9eeOT4+33FydGa9u2Lw80d0Hxq2jf+i4ac48fE948kcdbtAJDFnVPdO9HvDHgXjVkfYt7jQi55HdlwOX285Y60EZDo7moyuariFdt7iohIvtV9waY5EDk5wbFhX+iYEviWP98yh/kikZVCdTspjDzI5ZYlcLL3ZdSIK485aEFNAmagDT95nt15HubUP/SGansxKgXCpV/t3cO8KDICoTyPODSWjHnSPumJIpF+HwE+X2T4ThqiogDODr0QoLzUPGD7kcdwOd54t7fBwcE6BmQUakVgrDNXJ7SQwvG2s92Jci0JBLUUZnGb0q4yEw3pRjHYVwFGL2uGj313CdJ/a8ubfvHG8yeZ+QtwGXradbdwmSkDaNHa963y38DZbHsf5bpSg3ijSyKhNU7L1+yKTOT/eBLD0Ligxc1I67Fc4UHf4rLS//2kcg8d39Wz69/r7JTfuRDFBYX8kKSR/VgIz9r7JdkBxMAaTQnJRwjFa0K1JQK2SaQsM1gmop9jhB0Ok11hNvip5axJrvZ1N2+N7Wp81bJZyt1xUK0ARkzLjBwKgGK+BtXjly8MSX15y88tBYX2ruFG0zskmEJuF8xvtM8JknuzMf7O65Cj2/vvuK3939kBf+npGEV8WV7X6XO/7h8Tf4P//p3+bh9Y7uqqd/vWX3w0BzLCzjxYqr9Z53o91D9dlwfuoIl0x4GK3nuQAk9Yo4Zz3I0fqTJSbomhnEygyIcyiscGEV7XdlfajrX/EbWLZl5GDrWH121DViAmh+sZZJWTsnoC72+3q/emfnwjnrh1ZfUHEyENsPbF6P7D91NPe1KAlxp8QrJW9yAdVFjbBT84Q4ZD7cn+hC5L7vJiY7nODyEAhPIv5pz3DtEKcTfpRyzFOpvOkCTNa2qxzLM9hnnFcrUiRBC3suTtEkaCzyl0VvN4Br7LpRFVISxsGDU8TbsRYgRo9z5hFAEgPrYv4R6u2j4k6JO/vM4bYw4mVxDg8C2tJ+GeB0me/FCnane3MBnsu5Ue/IjZ/vpfpMK4qTep9IdnORBAyQxziDd+o1NB/DNdZYY401vpn4VsF0atXai+4MeGxeJ8I5TUBLsiJjnsH0PuB7e3jUhC97GK7M2MvYLnCqNGfFDWZcMlajE6zamxur4vqLPQzTxsB725cksLKfzrJ6UTOEGQ6O/toRzmZY5qKB6t3XljiGc8KNCddH5Dyg25Z4aGkeIqJhkrXVZE8dZLWHa2XfJJnMVp0ZP/3w1VOeXR05fejYvG7K+4TcluTpbcsfPXxsYOik/PGnH9BsIs21p3tlBlPeK+1nDb/3ne9Px757MxD3gdQ6XFSa+xH/7oJuG8ZDIFwSMjoIjvAw0t21PHwijNnY2f62YdwHUlcKHM6Oa9yamRRVip2tSDHJ+XRBPPyMh76kwtrURLRxxI23vvphPue5FfLFPXpvZRFEFaUmsbY9Kg3tfaK5g+GaCcBLlp/argrgNl/LbO7k4P4HyvalEI7GetSe/fatSVd9bzLJ3OjU5yhqpmp+0c4g0TIeEYfrsQSo5kTvgeqMneu4EeLe40IFQQZgm5OB++zLLvkCjBJkN3sPoJjcYZLBQvMgU8IIhSWqCVkSwtnukdQJKThwWnrjZVJYVAbfzl35v4IUdt2k9Ex/bNuxYkInRdZYzAaLlHsq8BTGXJLiWJhtPUKPv7ixcZHn3QNxpybFTdkAneMx40UBrDmb1Kfk24r126aNnZNwUvzFTlyA6f3qnZ2DYtxUpbO1tUSdTphNivIkNw4XHQwJkpI3jtSZSZS/KM3dgIqQtgGJij8XmYqI9Xy3ntxaQXP3xeL6EDOiSxsD2altjF0MytDApVXu9gd+vHuCD5k/ffac3Sc9V9sFiAGyOn4Sn/Dvfflb5N+75fnnynjVshuU/cuEG3Tyu3DFyGpieIeEG5IVJI6N/fw0GtitkttcgGr2ZvQVk/UlZ+uX1dbhLxE/NIx7IbULua7O98zcGlGKUimDE9xYisoOO99pLk5qZTyrRNjb8ZLc2POygn6tLPUCXNfz7tzceF43JSaaVyeeZGXcBdRbAfv83HH8rjBsFWnKdmVIOzXFUi+8Pu5QhcupRUZbM9wIcvHEMeBcnoB0uThtqXPTTqFa2GHAOXM0VPXkUSA5MtlAcDluLmScy2TnSGm+QN+7NR7vo7fCTzXY09ExjC1jGyAL/ugIJ7sHNFixVUaxZ5gouk/kp2kG+0mI7xr6lw5t/GwSxgLkLo+7Ls5F6XnW1pH9dBimIkZu7V5xzs190lAMyCIaE+L9pNSyopepj9ZYY4011vjm4ttlpoMlzNc/KlK5mC3pWFbXgzM62UE4mbxQvbGVbkxIUsbrlvvvtVyelod4VOJWCGf7DN9TWERjVqucKpbeZxdBemNdKpDOrcdnRfHkruX0UUd/7Syxa8EfTfbqkprkcchIyrhLNBOamIgvrjh93E2O0sAkfZwSoyq1Lq7HUuRzOZhsN/zeFV/dHGg9PHwngCvJpvndsP3c8x//w99i+5UjnBPP/37HuNvQPozk1pde3cyH/0g5/cWHPHmXDP9cxnLyA27IuItJuser1piqkgCogD8OXP8JpOZA/1SKaUwmbsVMy0oCUNlyFoCnso2iiz+VzVR5DIzc/J75ImFKJl3UwhAXoL3o+W5O0D5kfK+kzWzklRs7lqkTxl0g7h5vn/oiN8ygpU9ZQ2FO1fpFz98fkYtHnvac2bD/VNChSP86Jaaimujg/MwM4qos0K6vChpdUQGYoR4CcV8APTr1zoub++hVldEJp48dcd9MstwqlV9K3KcCgc7X2XhgkmnKNjKEgroxSswlSN6Ow3hNKVpYISkHy7nD0SFR0GZuU5hZ6ArYde5lLLfY0mlXKuO2UCHEjZs8AnKRKlYgnb2lo9U/ob6uSi9/GcKReRqOjNdK3li2bYC3qDa82PqoCqW1REWMrYOJ/dRggMAPioxmYuRq0i92wN0o+It73EpRvsPWKjdLaGvC7105R7Y9uS3rb5JirOQYrz2ud0g0GXIOjrQLDDeBYe+m+9cN5b5IBZ9Wt/JmPu+ptQJM3DpSZ/fZj/rAP7n5hN/qPqd1iQHPfd7wxXjL//fu1/mLP/6Q7/6zxPaLC2kTTKlyNGAfD7bWucEAdC1mErMV5ILSvivHLOaZBa4gNpR+6ZQMXaoCDdoECB53jrT3idQZMNXgzPBLSlG19seWY2rn1woiItZW4yKz4WRmBsaLyI1juDJQ5S8RBmM8JabZcGwJ6FKG4M2Ton5nTOAEOfU0SQnBwGHaN+Sm4/SxQKO4NqHJqn11ndx9IZzztTldN5APieMnnvZdUcK4FgbBj0XrILMSefa/KMWbsrblwgj7DCGCJOtvnjwAsNfnsna3EVuj3LyeA9PUBIBQJ3YU2bxk64+uKjay5Qr+YoWWab2JtoajgmsT3XbEe/uCGD2X3hP3Hm3LgrmM95H9sqddHdoE4sYbcF/sP1KAdWWmB+WnmW4pBnJlB7P9mQqda6yxxhprfCPx7YJpDNDWJMbYiAKQksxsSQkp7IEKiDeGz50HurdHmrdbjt8/kDoznOpvjZns3inhkpHsGG7sc4q57AR4ZDDWMwdhOHhCEHzjSpKXyI2x0nFXHnTYKKLNq1IEKKYwriZdqui2I7euyF8fA4UKdKo8FkqyuJl7R42ZVq7/PJnc8LkwXs+mQv5sDrB+VK7/wvrCfJ+5+ZPekjbsQVwZzPb1wO7HkdyV3mPAnUaalKfkMO0CaeuKi6/DpYDrLfkOX93xxAlv/sqe1Nk++7EkJpSEZSHtnc7XgoWWPDNAUox16ogyKTmGJZ0YozIm+/6tn3rI8mRWVQFvkVknpX0bkQzDdVP6zxXfC3XOTm7L+b8I2Vs/nVX1yzVVQMjSFMj3EK5G9BAJTaTfJzQEKyRcmcHXeKv0zwWJJSuUAtIXff/Li16yFKbJEi1tFq8TUMmzXNEp+Uo5HRznImU0pqQY9IRyAS2S0noOqqRe1OS7mhwU1kKiudOGkxUB0qYYvPWVEbbe/eZhYSgXhHDS6fqZzmndtaXi0FEUC3NiOxWSdFG0amagjFsWBcTMkBaA3IoG8ksDpgF2bkC3yQzAymglSoINWHJe/y79k+oFSu962hgICUdHc0rT62tvrRbWyxQkpc+2gGPEGGhTzZQC1qLgJVW2nOr6VwqSCTQYGxs7hwuKHwI65IlFjRuZgI44wVGYQi1jCged1tp6b7hRycNCLbGBS9vwx+9e8PLmil3bc583/CfHX+ff/ey3+OKHz7j+F4H2bY8/mRcEqYBjL7jWo+pwY2nNucTp+Kj30Hhbq+KiXyXNYEgmpjrMt3nXotsWRHD9yPazIy6a47A21k+NM7m1HzJudEjHBBCXzzsXSx97t7jnyiFZRm6EcSuldaMuvovrYyEFn+TBMP98qXCICdIFQun9doKLnd3HvjDBWI+1OgP71z9MXP8QHj723P9axn14IR08Y9wQjkI4etp7A6mViV+2aFUPClv75kL6tH7lso1ufm/1uKhqBrQoDMq6vZTLPzI40/l5UyX9osUM1BcX/FLM06CklvnkOFtDU3KEkB59qPlCyHyPOjf1tL9Pk6sqkhK67Rif7zi/CKase++8PuqRTws37/q1RTautTgTzbfD3a/M9BprrLHGNxnfKpjGK+O1Mlx7modsTFV97jeF0asP1mRJOKFUkgHXOjPkSR7/+oGr04C2gXjVcfxkg0tK98ZmXHRvYLzzxZjMgFaVAedgADx1xmDGjTeTstwQ7svmnDJ99I8TgSDWC90r3SUag+6F/OTA5cWG/sZPxmgVNNb+2to3a/N6TZruL0LeFzwWmZyUcTxia90Am7eZ7k2aQInNac5o4woQyuV9BmDzxpM7X/oeS0KdM3Iu4N97cnHuTp2Yi/BgqgC93SKHDomZ7evE6bkntY5wSviLN9Z/AYgeub/CnPTAxJpOzKqfQVj9jNQI2gRkjJNRXPZuOleU4+OiokXGnlohbb0dg5KEmPOqJaSVOe/eKs0DxL05aUswN+lcJH214EEyOXg4Q4qOpouk6KFRLs8s0Y/bMnrKGyOjisk/62xWr/anyhsL/SKF1cijh1heX+XSWg5EVmgUCdYrmEWN/RIlRwejm4oEkxN5xvr+yndqFogm+5MscPT4kyPtMr6H7csiSw+F9Stj6SQq7b3S3eWpb9lMqITJcCxZb20dBVdDkrUxjFtH6kryW3J3icuCCvg8z5avbHbtxdU6Rq0WZN5nuX9JonMjbhdJrRWI6mQCSg8zMKtIimOzelfUNc7c4oMS7oXm3WjFSC8LUJ3mm1PzxKRNIDvWIiZI8SFQrwZ2k06gzY0Jf66fWUBRKbbkIIwHj+9nUFcVQtN84XG+NuxD5FFByNpj6r/LJAY1Q6jP31zz5x9+wPeb19ynLf/w1Q949Ycf8OzPoL3LM0grrDxeiiRXYVwA5THaOKngzZSrGEapc4iW2W+uVnXUQBHOnqJiLGE+bEiHDkkZfx5wbx/ociZeb9DG2EsNjrQJpUjBrNpQ5kIGtp/WK10LGToVlAjBvj+miUG1Y1+rkgo5W9EylwNYfm5u43k2KQPbrzzfaFIYbOdcUWzZfem9IsV2PzkrNm6/vOCGRH9zRe6Up1dnzkND32zwd7ae2gjGaQl8z8CwHH81AAtMrQq2LeV5a6dyarGqrt+VxbU593b91ZaQaT1fHONqlFl70mE2P6y+IJOhZVvvOQzM947UeLS1RS0tJNUyJvRysdnj3jM9CN93WM92DdK1nF80nD50E4h3tcBEKawHW2t/Srdee6VrS5zayMbujeC/yKyxxhprrPHNxbcLpvPMYPlgLNWjX5eHn6glcmYGpmX0UZVjB3uANp46esJfIvufXMitx6VsiX/MhIfBpGwxI0NEojl1p+uO03c2nDs3GU2NTpAbc87Vsm2SDMhuX2fa+0TcOi43nu4+wxtLQPK24fzhhtMLb6yQm/fBWDedHuK5sNZAecgrzXFRWceOT5WA1x5SN9bxXrn0n1piK2qg0/quZO5tHDOKGPMngrTeZHONh8K+z8Yt89/mUl5czHc26iM3ZcRXMNn97iXcf7chb8uM8LA4ZzozD3NS/JidcAnSEjTV7wWTKuZiPlaKBJVVqM7p1l8NOZhrelOOox0zmbZFYUqKwsWk9BN4jkCj0zgfVcDB6E3RwJuWoQvmqrpPjB+NBoIFSIL0JoM2dkTmPvEqExRLEnMo2+K19OKZM63ExwlhZV6spUDJriSz5fhM4CaW49ToJFOUJAakJwZHpuRRkm1TbDPqDeyOezcVe+LWjouLC3lvSVhTy2Qi5guQsvtwAZALeNIR2tIbm7ZzccjF+TzXvvZpf6mXoJ0DPywS7no91n//koBpj3Lrj9xcnxiun1jfdFFsCJgEtMpKRaY2TcmmsEidK8yaXfNuKMy0FHlvBeN5cQIWI3hMGZTwJzMtGyWQGmOc62jB5fvcmK1vuhRcJCrN0X5W2UVrz7E1LLVuUra4OkBame/zUlSydhomM7uU5ZH0eTg1fNbfcNnbD99etmxfCruXsUh4zXtB+iKPb4Mx/eV6NTl7kWCPBpKmfVuEhrk/pDLISrJ98w5tG/KuZbxqcEPG3znrox6thzltipP0vuH8omE4yDRW0ebOyyQTNr+B9zagFAWqvFeKUaOUfmprJckzi5msGDAVTrIBbOrfRdoNPGasRSACzuGA5njADeWaETVD6rKoutGmVqh3DNeC7hO7ZiQmR1+PmzcvDSsm6/SMyX7BxtafFQVXLRSqMI2kglIkjTp5XeRm/owlSM/tDNJdZB5zpfNzNLVM5ojmo2Lr2eZrmdYkisv45GquQo7COHpUhTgEiIUEqH3sMh/zaSxZSlbEEEG8s/nQ24b+2jHu6z3wuLBgxQGdP2cpGfeOamjnhkT7YDlB9zaRX9Yjv8Yaa6yxxjcR3yqYtqTdgE/3TidmcnJ89kwgQkVngCZizy0v0JWeoWz9cJWVqZKwFLwlecGkdTJme/ZmSu+YAbb2bSR2jc0+DfY8TGWsUrgzRiecA5dbV3q1yixQV6XZ9v/htuP4kc19rP1ZNSEAJqZ6MhwpUjl/geasCwOTAmIak2qmLVAkuHXkVO7czNpUSXz5d26dzfIMgu/FRnaVnw83TZEQFrM1Pydwbpzl06l1c9LoDVTHzo7PcOVo7wObzx9ImysevuNxqSRhlMSmMgQFULqSFE+/L6DTLdh+atGh9PxVhq3KgW07CxAfkhUDituphpJoHZXY+SJ9tHE+deRa3DCBWkvIlkB1TvTquWnv4OqHwuVZYDzAMAp5m6f5ubxr2Lz0Jq+LhWFL+lP7mRuTptZCwgR2F0zJxKyoLsZVFbC7YO+n3uiSRFfzN7un6pfOn1nnk7sRxoMw3tp1kzbC+UOdWJzcqrHcWRiuyxixktBW1/L9p0L7YPsnkckwzoo52HieWAsgLf0TO2/VP2diiWphIEMoo57UCdpDNZsTVVMpLHHNLwmQrrGRkUM3cNoJ2rUmD5VyXqq7fZUGV8OpCHTWipC2Csnmg1cn4OUao0VyDDD5gqtOhmaSFJ8zLjYTA16LnpLUWLMSdexdbVXxfcb3yYqR3k3rDZT1YHDTdQoFTFbsoI5xZ3/Szq6J5lTu47K2TNfC6Hg3bhnUs3EjV13P/ca2043myh2vWnxZ67UUHOt6aayjzIDFOfKmQb2z67kenwp0q5QXipy3MIfBMx4a+htvo5Imx2ZTROXWkTaey1PP6QM39/+X+8uYyCLdraOxpmJsZWIpz5oyzqofivFlmXudeQzkln9PJz2bP0R1gy5jsnQcyzFwGA3skODx5zS56ZvrtSKlclPN0HIXGPfQHXp+/fpr8rXwH3x1RTi2prIqPiBuweQufTXqc3LZrjIJJorSaDpWdVSUn5VNS/b5/QLu9LllDU2lqJo6iHsl7ZS8TxAycgw0R0842bMqpzrnu6yNDjQLw6Wx3vHRCqmmVHPQFpPQXPKM8F6K5T00wXqlr1rGg82HdrEejPnPpFoobRv2wYsFsNyj7jSw+9wAtH8Y6M8rmF5jjTXW+CbjWwXTdX7icCXsXsrEUk5s4gI4ABNrgVfze2mqIZhVaacerMKo1odv9n6WizcO7wQvgm4C403HePATGNZihFSZEFHF3/eEL9/ReYf/zeecn5feYmcV8EsjtHctzb0BJn8B1ExMsrXUzdsfZlXvNCfZK1KktlL6VWvStAROtWJfVHaWaLY2qiucMi4rrrCEdd6vjRIrI6LuIiEnUufJXoi7gCQIx2R9g0MmHJMB0yIfSxs39WmnriQxAmkrXJ562rcNzX0q84otmR6uikHagp2eQKo+/ncFhPVzXe2FawNyf0IUHr7ToALdfUZU5j7GkvRPM0bFpO5uzMS9HRtgkiOrc1YEKWPQ2rcYY9Rav7oxP2aMNoXC7qtI9oFxLzQPQr544l7h7OnemPurgWmdAPU0ykYrGyOkVueeX5mPy3JW6tTOsGB6oSaN5bqo108F4FS54nw8J0OfqBOgbk6ZdOc4feRw42zQp16RVPYtCGmbyTs19mmSqkM+e3LrF0WNucA1sdJlpJKoFcmq1HsyAqrnX+p+yizvFYosf+6pppnXAEngRFn60/0ix4hnI5lD2/P2Wkg3G2MBg5t6Ka0PuByRic0zBit7IbeKDEJ7rxNDOkUF5bz3swWQNnCuwEiTM75vzAuiOHTL4rtdHwnBjP5wRUV0ssqfa9wsJS7bLilN/apT+8Bi+1SE/gYevgcIXP2F0L3LU7F0KQEfkiGlK3fm33z6Y/7srz3nXdqy+8LGXPnW0XjB92mWEFcmXmfzttpHrN6Zy7J9FTKUQudy+xozhKSXIg93jFdWxGgfynloG/KuIW293Q+t0D9x5hWy2P659cWA06RYYl5DzXSxTBHwHvEO7Xuatxea22Cf5cXMxSj3lyyO6cRqFiCcs/XdLnuqvTHeGrOdJ2f9+dmDOMU5GzMlzgqKuTUQ6caEG6HtRv6HT/4pH4W3/JOPPuL+xy/seUh5hizMwab1S2bAOx9c5ue+LBjrmhcw/+5RcZIZhE/91u993vQ8KtLufBW5enZk3w28vtsTXx4IJ6brWijPcAGKR4UOrjzImUwsczBDPmI0EO0oSoBSxKoj07qWfLXh8qxhvLLtMAO++VlQn2c1l5l74HUG1vX/w0h4c358/NZYY4011vjG4lsF0+EsNkZjQzF7ysZWO2N+XZUGLpis7MpDaQmyqUwJj/oIpz6yaliiWBW9rWC2jKK6ZOLem4t2lX2VT87eXE3NNXNmV3KQaaTP5alwr4HDZwZMr+7NNCxtC7uynWdXxg1Tjy7MSUAqP+fRKCGZkoVwNMfqyvTW8U05CLk8gKuZSg7VlZfyGpN8NmBu0N5AtwY/bWduxJikS0RDY8w6THLIypy4qDRnGK9tZIrvt8Yi1ip6tj66iUl1FKS1YBgfAaryo5Iv1PnQ2gaqGZLvZ4dWm/ddVQFlXqswF08AifYe3+l0XfhzJnvBB3Bnm2/syizZh489/VMD0rYtWpgBO0/jzhXWFTJiTrSSJ0Y77u38SZLpGLhYznmepY1T/3zNiwrQdON8Ldus6IVXQLluzZV5Nuuq7QhTgWWZOJaCBFrOhSsFhOSp7s6q1mdujLCdo+aNI+7UVBAKgpT8ewbd2RcVRAW7RWYv2HmLe4/vDaAMV3ZvS8knXWHizLlbJuVC6mw8m5QC1sxE1YtisX8LdcMvQzQkfu3win/xne9z+qijeQhlLrStP829GDbNxpxJKTC5Mdt1lwV/Err7IjeustE6TifW/ujFl9Z+7MUYH4l5KmK5ymZXYy6HgepUlObFO8L8Dhb9ol6myQyynPVefRCSnWgtQNyuMYhX1oKRP3VTq4C9sfzxysZHWklsZORv7/+cr3/jwL9/+m2goXsNXSlAkueiTz2GbszFrVugCdYrfIlk10zrllRjtvrVjScX2bZPOsnDp0MYBO082mwZbzt7vo1qaiE/K5UezWav62PZd4kZyb6ooOYCWW4F3TRI00JOuPsL3ZuNqXeKC7cAqotzXc+798U8UNHqRB48NM0E9h7JiWUee+hDYVvFfCrGoKQNjIeGcE6EE8Ts+Ci85Tebd1x1PQ/RfCes/ximHmbmta18pJky1nF40zNnfs+y6DgVIYQpi5k+V2tLFVMRbloby5o5HffSh96FxIvdEVXhnRzsvpD5c7W0zJDEiovVG8MpBGU8KGkXzNAzpZmRrsWmCoaDNyD94ZbjB1aUlQjtO7s+qht3HY9lz7j5PMgSSJfzKCnDMFoR5Wc5iq+xxhprrPFfa3y7YPoEnA0EjTtH9y4hvQFVF3SqLL8v85pMWGrBvfw9jRqR+SFUH8qz6YgWmaLHDQl/iYR3ibBvuNxsp14rKdXw3NiYLMeGeNVxfmFAU53JsndfJXzvp17hUPoLAXijbLwjb3xhd5hcboebgIvGKKujGPQYwFNfK95M5k1+yHQvT6Rdw/G7W1Iz96CmxugTN+aJkc5FUuxKb/lU+U9K6uxh274di/TQkRv720Vv4K2wEXWWck1QfOnBlcjU715nd9cRYFXWXqvrqExmMTnMTPLESFR2ojCYuYF4aHCHLRIzN3/8QO4C/RNrAJ37C+e+8MrcArhLpHst+LO30WVve9yppzt05M4u+dz66Tpqrl0pBhRzpbrDS5lkZY8SNEcDpv2LRNzpY/kyTNelG8rc5CK7zsGALFoLITqpFiqQlETpu14kTQraQOp0Lmy0Om9mMuftacQL5RpOtg04m+muAdI+o15pv/bkFtJGyRujX4brCroFGSE3Wq6ZciMVB3RZJr3O9s/2rYwtas1lvu5vVaDkUAsKM2BSJ9O17EuLweSdsDgVWo/re7nkL3I0JDZu5KPuHfmDgfvvbmge3NQu0DwoWy8GqIdkao2UJ9WGH5WmzM1t38YZUBXgO/XnSjZ2UsrN+GhslhQzscJWj2ZAVX82uUdXAH6JeFX77Dh/jqiij0belQJbAd2PwrvppOdGyJtUQHbp2y3j0qbrwStbP7KRkY1EnvkHfnX3NVcfPHB5fUtzb8oMP2RqO8GjyNkKDWCy95Rxp94k9cXR2xhGkGy9yLptSVtjg91pmC5Lf8mEtsjLNw1p44lbhz9nwjEisUWSncO4E+KuAE0/s9F11jTM6+QUUtbcbUPwDs0JiQl/jqgLU8uOzSQ3bwSTm4sZqy3OrUi081DZzir5phQP6rEpPheITkuc9xnXJMa9cveDFj/Y+MkY7RxtRHjSnfjMW5HEIQZImZ/pdrwX+1cKlnVc1nR+65cuFEwCk0x+UvRMz/75dW65Jsviu0uBXZLAxfHm3R4RZYweNxTPhlIUlTKaK7eKtmKmk1FwvSNvMrJNZl7amvpC40LrUY+jt4J83m8ZbjvOzwLDDcSd4s+lSF0mJ9RzXI+PBmeTOcZyLqvJXEo2p/o9V/bpnlxjjTXWWOMbiW93NJYvfUkdnF9YD1m4LBg5mAzHqknLMrGoDNf0eWpJ1sTqlp+5IlM2Vx6Z5F2iDs324PPHkd3XLYifZji7aAAhb+fD5AdluLYkKPRCcx/pXo3mSDxmJim6GABxY7KRKyVEleCF5qGxcSz3poFLT3bG/PQmi9TGEhsp75WUkLsjLiV2/ju8+/XNxG4jELcON4Yi33YTi2yS8MqMOppTxCVluDJ3XRsxVcGOgaHJaXcxCoc890KaKZh9th+V/sqRNjNgqlX1KuF731ys1DQmRnUpV67AOrWFYRmTOeBWyTvMvY5Zya2fCgcAcecJJ094fcQ3nrxrcccLcn/EqeIugXTVcXneEDdCc9Tpe3XSK9dt1VkKihUE/GCjYMIx8+p3GoabRb/bYvunIsGiICQZG2tVgLNPgg7MrOCSpdH5IydmBGZ32QqiIwujMOb7QygtBZVVLsWNXYQsuDFQfQkorRVpW8yeejGmuSlGP8BSW/1otFWQeqlbscRD2toO5Sr1Lz3+tffbiltWSAKIUfBV2h2E7Gcn6OVxqUxVavilCCcZT+aD5o6PP3jLF7/6Af4spC7jB6F7LYhaC0tgQS4XkNzeJfafOvMMOI0mS6acv5jK9S5MbsPLJHwC10xqH2CaWyzl99VIDi9l1nWCHggLZhuYx3a9J/dmvvdNTaOIZpIX3JhN9TKYJ4KoFULzVOgr64xTnGg5Xkojic6NBJftdkzMBla1zzzmRwZfUg25plnSGbmMSB/n/agsIKClKDeZhqkiQ6S5H63FIytxHybVRXM34u97/Hmke9MwXjWcXgRSNztJG8NfgP2CXZTi6G1fWO7jYmLFOEK2Gd7T62NGhtHMz6Sx56JzxkDHIvV3835Se63torO/Q7CfO5vwkBvFOZ2wrXMZHzLxoDx8f962HB3H3M3XYnmO5OpSXZU27z3PJ2VTeU8tJk/A2pdNLkt0ru9fRl13F1EVTbmsh5NqZwngL46cW17lAwjsir9EOAq5FI7tGVssAtT6pN0o5A02e3s5BnEy9HNzQWrTkm/3DDct41UgNUWNdojEK3jbBnZfOK5+aCPmUlMmHBTzvEdqgQqkyz1rz/DFNfq+8/caa6yxxhr/tca3CqaN6QQSjHtzFg5niky0VIZHCH3pe+utf2/qzazuyEswMv2ZHyhVJiU1Ky99hVXCDMbqbr660NwH4s6blK5Iq1Jnum83JrYvB3LTMVwVsF4kx1L6YrWVR4mJtTEW1iM4Uq0yp8IYbxpkiLjzaC6zm8aq25UN2jbG8Dhgv0WOZ5pXR7oXLeNWJgZ52Dt7AC+q/taPq4izBHQ8ePzF40+R9Cxw/E4zG/rU3twAqXE052xyXl3Ip+uxrj2OHoaDuUK7sTBJxfk5t9YHVo9/TYqW/b5VSVB7wOu5SI2NBNGuAUbioeHytEG9EM7G3osau5zbkuwVqagx2x5XgPTxu1u6XUP3o0x8fiBtghnSNcJwsPMbtyXRcvVPRbUyGaeBAenhGj7/7wg3/yKweaUzG18YFrdwoZYi2Zvmltb9HufzU5lmKlvC4nfMyWdlztOG2ZQoYYY+9TPCnBRPjE/tQfdzsideJ3m568XYOGVhpFPm2mYbxyNJaj3BEkuthZX5OpBs5y11Ys69YZ7ZGi7MfdOlqODPmebdgO89fufnz1scl0eh9VjJTyfRv6DhUDzKB+GO3332Ge++v+VyaXDAeN/gTw2pqeqZAhKr43dSwsPI1Y8XYHWzWO6rG/BShl2dooFpvNJ7kl+WzHXwVojLYK7HMjOa74HzCXS+3+9Z1CUTa661mGomdruXifTPAmlrc4onAF1fHpTQJm6bE56ME8VrJqujH8Nk/pdbgSOPZ0ZPB7qMv6rr9Kax18WEjNGAy5IRDMZWuz4Z0Ckh/Ui4uyCpI141xJ2bWkz8ecSdLnBUXBNw/Za423OJ3vbFzSogFu1NLpX1pBSXpP6/OHrjvLHQY8L3+THLv5Rqi9i4r+Dn17i6IMt8vt77k6+29LeBtFGaxe0J4Hxm7DKj2HM0HCEOntfpQOYrsooxvEmhNfXSI5l+/bCq6qlscX0sl7XF5M5WtDSDx3pNMa8T7+UAywJNLTqbseXid55JiSRRyKNHQp78Mzav1Uz8ypo7jafMtj2pA7wVcmLpmyYEpFUk+CK7bsiHLZePbJ50aiyfsYK+4rrE/nDh9pMLPz485+pH1iYTtzopv7TMq5ZUCj4VSANTT3YtUOni/lxjjTXWWOMbiW+fmR6sKu+SPezi1hg3pLDHGWIvxX3aHF3bu4QfLGGa+99Y9NoVkLusQNdYJOqVWVMX0CYjo5lX+YsxIcv+ZLbexkylzOZ1xPfmnpq9oBs/JT9QAGw1oHKOVA3RQgHwAFlRXxxjGzNAy603U7UCpK1vTiE4XHSzLPP+xNU/g3iztZFez10BpfP+T33MCVx58I47By9aNi97Nq8jl2dhcueeWKjyXjfq9BCnsLJVIYCY1FmdEEvi0dwrzUkZd8LlmWOEab4zojOrreX4YEmuMVEy1z7UGM3hykPe4IpMwA+WJfmzjaJJnTnjVsZ1GpmVYDwExusrAGIn6PMG39/QP2kZ9472LtHeW5lD1IzVTAavUw+dHYx6DM1op79V9DdO/G/+1r/D//6v/PcZ/t4LwsX64Ou1JUuwXACv6GOs/KiHr7zvfVOd+rMJmNckMRpr/KgHUGf2xQoo/BTzj0DeWL98tx2J23YC+m6QyZ1bgzHUKPijo47XFTcXFqqcfNnvmTpHf7MYbyfGoset9QPCXGAIlzI/t4xPklgKPtXR971iWGWpJ+n7LwnxUjpUaSRyFS48Pxz5mj3nY4t/MMfo9mj3qq0nMhc8iqIiHOuoJzcBXgcwCpTRV8Sl7KDc8xVwVea6mnMtQbIWOavN+DM5Km6WdHvmfmznSs+ylnFOWl7PY4Dt3Fzc00z3esSNyngopllV4RHn1p22izxvHthIxJcCxOu453zsaJTJBM8NGXexmzO34XHRJjiUBrw5U0ujyMX23frBC2ipwDomM4PL3oqdtae1yMVTZwW+UHwoZEzWV1172o+OcNpObTV2rBcnX+ZC6VTMXLSTLMdoTePSSqFAG3OMlnLetfHGyMeMRDf1Uou6WSEgbvpeAA0e3W84f/fA8SNnUnumpaR8bWlHKWtIOArDOfDleMNFleBMqeWiTRKceqDLB9UiQS1GzkUFZiWNlOKeLyobFXw5Dro8botjN7WFlN/l94vuef4uGwtoPfndoWfbjbz7qKG983Rv7Rmc28ej2Oo24TLSZqSMzFIB2XSw6dD91ornh477H2y5/56N3WyOoMfyzAnG9m+ayA+uX/HF1TXo1kY+JgeCFbSjTtePjuOiD9vZbjtnhZJfkiLjGmussca/avHtMtNlrm/aKlHADyVhH81s6/LMwFoTITuTVlti5Gkf5sQ6tQaKwyUXwDcbONlD+fH/UWOp1TExCzkLLjhYPHStT9CSmuQECYrGOj81Gch2kAtQtr4tBS+T1A+MQZ8MsypjqNafql5IGspDX+a+3wlk2AM9BYc0DuctGZa7I827B3buAy5PtvaeVAx7tjI5OKdWCsNvQHg4OLo3ju2fvWb7acPwwZ6HT1rGnX1ve6/svxhQJxw/akjdPKcYDNROCW1Jom0+sVgP+Zcj+y/g+FHD5akj7pkkfVbd19IbWw3cZAKDlYlJHsat4HtHVsWfM+2bAX+J5C4QtyWxDu5Rf1gOMB5cYUhLy0A5n+MhoB7GndDfBHxvPe/qSmLj8yMQbV/gJofV1AnxKvPs+sTf6H7Cbz/9kj8MHxj7XsF0LaYsevumhL3s22SmpTwq9vxMJ9ryGZXVr0qNKREtyeDys2x2t8zmQyqFHSuvz8K2G3i7zahYgqeNogvzNBnFflYYcG0t2ZQo8yiaagwtNgd9OAhxb/2F4WKFmPGg5JuIftVO58F6V23bcjsrQ+wgQJUtTsWD0obwWJLLL0W4xcHJKogoMTr0XUt753CDFYske4KzPl3fL1iruu6JzMBVlYyfjIxktFaKZS/tz4wl2+XdJG2emDLnkPo4qVJTFXvCqKBkG3dXe7oLaF96DTwqKGU1fFcYats2a/+YzKyK94BzmZ0baCTjUBLC62EPbxvaN0J7p4RjtraaRctNBe4qQOMNUDsx8Jm1GO2FUlhIE2gGIFn7jo4J6YsEpwlmTNaZczfUIlBBjaGsW0UiP5nEMY/Aqr3nSlH5dLNZ3ySFrs+K4CEntB8mdjIHZzLvpcGbq4XYhfyY8lxcnvOF8zRNIN5uuP8kcHmhaJOLWEFKrWtWq/hBaN4Jm1dKbgN/cPc9/nv7f8abfjdNgqjKH9uvRVHAzeddQ1HwlFF9k2IHZhRfz1d9z/Q8ZZqzvhzPWK+bynQvrzWtCiQHhMx+2/Nif+TuZkt/uyUcrdjvxlLkz+ZNUVtjJiPJ5GZvl92GeLtjeNoiCS5PPa//qjB8OOLuPf7iZra7LPCNT7xoH0BsbbSpENae1r6L+IcBOffopYexXGviyv4uKpr13K4GZGusscYa32h8u8x0Me1SgfFa4Q7ae5PkyUOmuWOWklJYrbP16Q4HNxmLxY2U/muZpFhLOXiV7U5MdJWbFSdidWLJga/JXUl+1L54mmMp1qftWCQAxTW89oVVdliTsemUxGiefb2QqapJkqfjUT7HvlORasJWmDpJNtaLDE7E+uJKkWDc275v3hkbEDdTajv1pzb3yvlFYwlXynDuab9U9u7KzMd6M8lxl0i86VBvkl0/KP5SgI0vxQtvSVTolXDRaSa23gb2PzpxfYrE7Y7xIFNPbjWZcoMWR/VagFhcFEUajUD3dsQfR2Mw+4SkRL5qiXs7Zr43BYAlH0VeXtymNdYMyvbf93MiHLfCeIB0tN/3N4VpWGoDy7bUZBAFfxZOfctRF027UpLAYO9144wIahI5zcQtYHdKFCsjk+ff1/njk8N3lZ8vGOifGUsgovM+yHQMLBGMo6NrItrowlHYAJeLAsUAKG4y6SoZsG4z/hBJF496X5LwMgc6CKcPHcO1JZ6+h7zokcbpZFYHc0FBZb7WJ+Y52U5WNcDEgNfXvr+fv0Qxqie4zMdP7rjb9rx7uuPy3QYZHO7kaO4DzQM0D4HNW6V7G83wqjDWuXGzMiQb8pCoSMi44NDFPOXaK7ucR/1I2l3Y5mqqOLHZWpzB/Xz/mHt3GTc3FeB07l0eF27HoUjUy/+nc16LUdF6vXMTGGHqwe9C4sqf8YviwzG2NPeO3Uule5doTtE+s663GRCdwK9kNaZ+WdwJrjDPZYZzW9y9y2QHxmh+ACLotjO2u9yrsrjGbczW/KjV4Mi7lrjzk+mgufjb+C0bgecWiismt/sKQHPtox2jGQN6T9ybZ4aMGefmcyJFFvxI4l7NqkJRVaU8s+/VQ8M74s5G5RG0AGghZyGlAsi3idHZ9dTeC+0d/P6Pv8v/ZfPf5IdfPWEbTYE0yaR/xjILTKZggq1xlZ2u6p4lJT4x9LXQWHqv67InVcpdL8/33P/r+7UXfAM5QVbPw2nDpolWtNkpuYH2Qcn35TyWYl8625hDbWx0ZNx4fIL+xnH53g2nF4H+1hHOSv9EGL/b8xvfe8mfff4cPt8ay96WyzAKWYWEI6diQlq8ApqHRPPqhHu4wPkC44CmXFzX83sHsOQsy4LIGmusscYa30h8q2C6AgTfC7GwUduXBiD7W+sr9md7nRvVqvQFx+RGSrXY/q+FIav9qX4Ef7axJxrcPJaoKuMcj4CJBkyLVjP9sn1m1vNfshsVIJXvMJCilq+UWZRWUS+GabL4ikXytjROM2nazNq60XqzcluTYXDe4c8j7b0y3Njn7j494frI6XtXjHs3O50q+D7R3jvrgfvtF0iC9vWF9tXZEqpTj6RMutkDsP9i5PATc/+u45WGvSsjxCxjDD10byLhFFEnnD7u6F9sjEle9ExPrOlo4De38ghU2gvLvqW5QOEfehv74Ry660idL33K5mDsxmw9ubV3XZnN0QYD+ePO4a9C6VNn6mWuI2cmEy7m7bBzU5zm947xyt53uTSMGmjdfFHkVicQnMf5GsuFYZGF0U5luut+55L4PXKiVczwq7KzdWSUn6+Z93uQ1ekMPOtIsMzMyGDO3VS3cm/Jue9BCrNSjXaWDI5EQYt0W5o8bXfcOmInDDfC+QPrZQ0nu//SdgbyGmd2340GuG3bBS1yf0lqKmI1IFGBExRG1v/0dv0yxaiBc2p40p34bz/5U37Qfs1d2nCft/S54T5t+NH5KZ+fr/ny4cDnP3zC0z9oePLPC5iuhLEXUlHiuDHj1VodkhNcMQacnbt1BpjpPQlxkX5rcMboVgMrZ7+v7sLVTMsMA/PkAm6/0xngFXBt/fg6gXkD1LOh0nJtjJui7BEI3kZigUnjRw3cjRtzsi/sd/YO3TeoMxRTxxumrSd1Rb0xmPmTGzJuSHYtNh6kQ+mort/aNeTWI2OeHL9zG+xZMSZkzIRjLs+tbG0om4CUY6VOiPvG2m6w+6L6hNQiQ/3bxUUBqqwrqfaAN8Hk3E1D3gTizpQ6eipAe3msq5x/aaaWFS1qAWpvOFghJaayvs7PqpQczik5C3H0OKe0+4H2SWR4GjjmPduvBPnTPX9v+Btw10ytWm5YrAFJHxXItABnifPandr5/GowpVHqbL1q7u0z4s4Y3tpfbJ9lx9ENQrgI4cGmhlTneVErIrqxXEd3dixTC8Nxz2fPW4i25uRG8GOmvV+s2RgQzo1MheW4M4O204dCf9vaqMRO8ZcyUqxN/PbNF3z9sCel7fxZTnFB2TUj59SQkxWQ3JBo30XCfY97d4R+MHn3MsQk+poy4jOVlrcWsxVMr7HGGmt8k/HtgumaIBTQMNwo5xeOqx+ZCUjcldFC2cyfwtlMPy43ztjAxiTX8wxnM1pJpeobemfzhkctY5lKop50BnClwg1Mktkp8uP/S65JZsknyz4g9myr/VTVKMZMX346+/8pIC+LSnpJtgSxmdoKiJIpzrnB3D2zGgviLpHrP32gfdji+ox//QBv3rE/9Zx/7Slxb6yLjSxqTeq8d1yeOPwAOWxp70fcOeLUZHrnj3aMe2OyuncJN2Ry68jOPZYwl7/jwTNeBdq7SLgo484Rjmak4qp7tS+FiWoeU0xxcpm5bfLk0juPFU4ePmnxpy3Njx7sTd5RR2xVsGXGWcY8x40nNWUsTbDvaM7284ePPZs3mfaodi1dsoHkfd2+xTUxnSdlvIL7ztE/zTR3jvFNx0/iE3y5MFxxPp+YY51B9CRXrL+vBZRaXCn9gZLMiG8yaMP8At4306n7O/f8L7bVQ7xOuIsrpmJMsu3p+u4yrk0c+5IwZuhel6RwQ7ke7LXu7Agn+12+yjiX0WxfGDth3AuXZ8J4rVOPde5ASwKZq7lPUXu095bwhv69+6Ey56OiSY1Brczm5Hq2uN4qE/VLFJfcELPng+6Bv775MX+1ecdGHCM61YBOqtxnz1dpz//xg/8W//Gnv4v8UQHEfvaUSF0FWOW4Fj+HXI65lj52YGKf3eBQn8v6U1GLPAJsNSqrigj+Eq1Pm2yfmbM5UDuoo6YezW4unzfNpl6O+ikFnNQKfZmmkINdX43LuMWCmhDG5FFfZp13nnB2k+O83VPmmJwbprYFNzqas9IcM+EkuCGj20Dc2MSA9l2k+epE3gT6p52ZvF3SBAr9cTQjsGroV52/y1qn1WDMzUVVKc82ayVx5E1jI63CrGCqKo1qyKW+vHbb4Hc7aAK5CzYiUWo7kfXR1t7raXRZOd5Vei4xzb3gMEuEUwXTc8uFJiHijZ0ePOozoUk825/oriP/4s2G3ReB3WfC0XfEXSa1piYLJ6W9V9qHjO91Asnqa1GzHMMh4/rKmldPE7g8cQzXQnuvbF9ZlfD0wnF5DvEmQWsPa98lQkiMQ2D8fMPuM9i/TPNzOlqhzg12PZtTueUTl1vP8eO2rGe2PbGTaYxZbpjWoqkVLFmhILfQP8ulMGDbnzZiI7WycE4tTUhEZ+fb8hohNJEPt/f8xu4l/9HVr6LhgLs70x5LEbkC6VJAl+X9Vp3xlz9b3DdrrLHGGmt8M/HtgmlYSA8hbzOnT0w65XtmN+hgMubtq0x3n4mdM+DsyigdrL9oMi4pAH1oBb11+LNOLCkCUWRiLn0ZmVIZQi29h1Icceu/K6Piks1yVgTfl7nOrcOVXqe5v63Od55Z7ol5FZn+PeWAFSD5BeNYN7kmQhOIsnFdaRdo3vW4uzO7u/PENnB1gJho7kdLoAuL6NJ8bCrbGbcCNDROzFAnOHJrxjnD3vHwcWDzNpsR3Kb07+Xa+2rbM+wd/a1jsxHah0zcOM4ftMSNFUP8YBLjafZ0IxPgzIVxCOf5GFRzmdRC2gaaULNK6zMU9bjCJFVW06R7xSymbON4EFLrTYZeQEP7LpE7Y6vNMGu+LshSRqcVYO2Uy/NsLEZ5nTsLnw5PeTts7dooM0jFV/bMgGn9THULpQOL4lGNKoEfZxBeX1ffVt3EYQbfxhDPn60CtJmsIKMHp1aMqWO7FkWdvm9wvQEH96XS35a+99a2x86vJftpo0hjiaomAwnjThiuhbSdj8ty9nSuyWa2KpHK+732PIp6bZusW4u/gO2U9VFKUR7Ue+O9qscveCQcwZlj9a07c+NaOlmM6xNH0kz0iafuju9s3lqSf4kTq5sbR+5kMmbMnZCym43A6rqgFKbL2FHJineCGxOkem5mCbYbEnWe8cSqLqYkaCjSDJfKyCdM8izFrGvpGh6KSZnWnt7yGQ5yK4xbu+6GayG3TOZRh7Zn7/qpx3zUQMZeM17DUFoYpvXHMRnlVZAqGVxv13NqPGFj62XcGHhH4CpC+2WGrKTNvI+1V91dDExby0TGDdGOV9eU414LGcaAS9IJCE2u1cHQWm1JsjWhtgwxPUdynVrQNeimI7duaovIXmapfS14BIHkjF3/WcylX1SoijKhHnsta2OOxZAwCwxmNjc4hRvYNz20GfXmui4R811osGJ4D5vXie5NP6scipS9bqcGA/2uj3ZNNX7ajnDZcDl7urtM+3Y0ibx3xK3i9iM+ZFSFbjNytb1w7FsuacPhs8Tux/c2KaO0N4liCoJhlv5rcHSvGrp3LeNeSI3dC3Er9LdC3Nf8Qudebp3XvNQpeZtN+ePUjpc6W9dHx48ennAZzRulvbMTOV6Dc8rT9sTvbn7EJze/xUkP8PrdNHpO67mosxHr8SqmceLcozF2K5BeY4011vjm41sF08sRQrU/ObeZyweKjEI4Cd0bobk3kDpcWcXdD+YcDY5xb8mGFpn4MlGXaPlD2hpAmvp+g4GotJGpF2o5xmjpOtycDLDFnWMsM5hFSx/ysUoYFZchl6THerwqMmRmIaqLc7EbnUzG6vOv7EPaOJsDPSj+kqf3utF2LnWe/taTPeyBEBw5OJs1mtWAducfzetNrTPj1looKPLzuLFmtbhtUCe0r864QfEXk5qdPmhnVK/GkviLmM9JYbBCr/A2kzphEJOB97e1SdYSKX+242rOqPbnkQpgybaqJWShV2PEb/bgHGlryM2NOskxbV6ssz5qnfutfb+8ZqC7y4RzYWUSDAehf2Z9upLAndxksqXeDLdoMrpJZOfQfWJ4ltAkfD0eGLI3cCjgLzP4rD320/lO8mgfp/npi4LGxEDlubCEXd7TdTl9RGHwNYKOtcBjskYXG3Ior9fCxPmS0EZBRk++OOKzntxl7r9rRmxV5p46fdQnPt5mtM1lItIM2nNrhjzZW9LssrD/idC9U04f2RzoWiTT3s+9kqmybBWFSAFTTAUrF7X0cJd7x8+FlxmM/3IkjB6bnZxU8KJc+QtXbqSRDb66L9fXipn1JeDNuLMRQjmjrrRoLNj+1DlS62lFipdA7Wst5m/JL65jY63DRXB9cXRuHNmXSQpTEbAAowoYVWc3ei+oD0gB27nx5oPgy580FyunzymhwYqVcWMqkvHKWGkNFdQoGz+ykZFWMoM6LtpwGhsoLT/aWNFOEpCZHeuzFfqWxcUqLU8bY8HTholdldqDPGZ8n0mtm9pn3Gmc+7+rS/oYkVz7pRdAekg0SRmvbSRc3IG//AyWf9ECMxVXyxrnhyLnrWBQxKTiUpzyRSajsykmptrN91A9gXW+dh0B1gTSviHuBQ2lX2Rw5uDdu8mUMqeW+9uWxidIZbpDaRqX6lshTM8hspK7YMC59qhnxY22ttYec7tQFDeY8VtzF1ARwtkKMv1t4PxCyE8GdrsBVWEYAuPoufiG86mjeyNsXp5x747oboPUvnW1meCMBqYl24XiVdl9niYlxHDT0j/xxMGeId6ZrDttrVCpTpHSljIfY/M6mdzsI3DxfPr2hnEIdArdnf3ychGGvuHtuOVt3vHy4cDTd5F8d4frOuvR1wKkl/d7vc+cTEqC6d77JVkb11hjjTX+VYpv14CsVHjNfMVIQbCf5W0mZUf7Fq5/PE6jUSZgGAzMtQ+UkT1aZG72Eak1ibUUNiV1liQ1xzKap0i/UyulB5hpdNHUD9UZcFUxttF6sitgFuSpZThuNLAWOyFuzNXaJM7ziKwcxKTg6bHUWSjjr4p8LDeO/sZzuXXsvs5sjnEyanJDspnLTzzDdR1V1CBPA3Hj8KMSLnn6PutHV8JDohMzEwsXk1Cnthw3oDll/DkT955wb2Y743WYgDwYC4yYU7Z6hTIvNLUCZf/7G0d/XRxoy5xp189FhNzINDdz6pfOMwCeqXjreXcjnJ971F3RHCM5mCRvHpWkuCFCdLhdMAZ3MkWizL6281vHBlVGyaSLhTFPEM7CGNR67iggeJehNSbGbyLPbx94+fU1/+CLXye4zOW50L0p4LaA0NrPXOXSkyt1/XvpG1Pl/s7mrLs49xaarNWuwfq5xlwZYHKDmHzyqJN8NZxqws4kqY878xaY4p1w2gcIysMPEv7k2P9EjJUrOX8OkLYZbQqDFB3JVYZzPpZ2jK0osnmdaU7K6cN6n0J4EDj6yb3b3NoX90Vlv0Qe9aw/cjovfx7JKv9LPAx+0SLjCJK48Sc28l+eLDspbQ7FDCzX86WWdA9XUnpZBd9TmM6F6kRsbbUea0Fau2+ae8FfZplEbh1x54HG1jWt65uB49yFibUerwLj3pmipM6wT4qLpfd4UWCpUn8zThPGvae/tv58m+hQ/AG8Fbx2YaR5z2UqZTc5X6srwL6qHXwZ8eewWb+lKGWTEJgKD3FjhSNJwKUAFudwQ6R5iMg2WH91H4txWDEqK+v8csSYlrneMmakHyFmXL9hMhRr5zXjkWrpvSJjVVQ1xZ3cxoyZJLtNJp2XWEyopl5zZ9tUzNKmL5lO5EId0Ji5mm5aLk8bhptSWMyCDA7fC/5SjnELRLg/blC1gvV4Y5/jeqF55+y1auvY5VlguAmMu2rWaYaUvrf98X0mbRz9tZ/8T3ZfR5q7yHgVGK7c1H708Inj8nHk+smJw6bn4dKRkjPH++yIvWfXY+MmdxtjplubsS19ttncuRRkRMxY0TukT/jLYEC+jzSnlu5tsCKwF4aDFXVyV+6Zpq755fq8Bq1mFQvV2TgEUnSlD9wUXJuvPOOh4w82n/D56ZrjP37KR59/RV4WOsaIqlohqrLTEmYlQc6Q64hQNcQ/roB6jTXWWOObjG8dTKsHRor5DOZMWp73uVXGg3vUn9veJVqNBqjbqollkvj2V96eORPjZQlT7XuSZP2bLhrwVGcAL25lAq2cK3tbHpgVeC5NSIJMxj7SGghGK3iR4lqN9YgNWkCogbT6OeZw6soYDEtAhyvrDYs7uETB9w3hmGgezIAkbu1hDrZv49bQhhbDFGOMLBluzhlJ0NwNdC+PxCdb4jYw7ryBtAwpQH/juf30AX9pwQmuz6VXTSYGvX07Ml415Gs/k+5JoZGyDWZ+kzqTxLnRihbhDOOuMNJFsmj9eou+Xp3Pr6kThMFDl5W4FYZrT3Mf8eeIJD/1HubGIamO9rHz3ZxMQpk2VthwyX4eO6GatGgBjEs1grEoxsJU47d2a8e8P4WZnD8GXr57Bjcj8iTjL45UpM7t2fr6mYCv7bO/2Ix0k6bKdOxSJ6a+Fjh9ZK/Z3VubwXAt9E+VtE+2bR60zbhtxIdEf2zZ/4uW/ZcmrTw/NZM93yvdvdocdi+ke+tvjltLTpsHpX/mSdcJNwi+Fzavc2GrDBjbteHgYZbbCo2Bjb1yass9V1n90Y5h3JYCTikINA/lHBfXfElVFq8z+FoC6npfLYF1nv9UZcT77ry/qJEwqeigAVeY6dqVkEpivWSoHUIrwv24IRTAU9tQxr2NlIobk5em1owfw6X0wReVjrVuLJJxKZLiIECYADMC48HTXxV2trS5+F6nnmtTANn6erkVzh9Y28fuS3M6ruP7wjlP46+mdceZaiZupawB5sBv830p7QAgXtmHnpZkxwvhkhtSdpOkuxZmVOZ9m8b9VcVEnou7qbw2HnQC2wPC+Zln+0WLe7jgT3ECrhKzuZYzX8cqggTP1MMcbGycsaAKZeqAybflUR9ufb/93p5fkxFlqmum2nemhHu40FSn7tIjXddEbR3alXVvTEhltJej0JxM219Bde4aLreOuK/3rszmiQLamEcDW/vBEAPNbmR8AbkJNPeOcLRijQYYdsLlqTA8UdK+9MuXNcQNjube5qYDHD9Rut+843Juuf/nWzavGpAydaExRczwPLL74MjN9oJ3mV03sG1Hts2IEyUlx/nDljd/Zcv2TQcK4Zxp3/amIPDzWEVtgx2jPM9dl5hw7xLu/kIjgjYB3TZWXG+cra0bP62rqRUevuu44MmdnUgZS2tBeV5pLkZ3faZ9N9I8BHzfcHp3wxfxhg/+WUJOF6RteDR7fRHm5l3PnTM/gtoLv7yA1lhjjTXW+Mbi25V5FzbPEgUxiW2R7gFwnbj7nQyuNeass6SvfcjTuCPfp4nZyI3n9MzTP7PExQ9mECW5yH4bS8xyAN97Ql+SlVAY1rpdqUh3kyJhrjyntvR9VsOqAiR8X/qj/cwUxo0w7gBxHD4dCI0w7J3tQ5U/Tn/LVKWv451ygPOHwnAb6N549p97XDRzr9oXV+dKV0CYW+sTzkFMJn1W8Mrx+zsAxp1JsFMBtn4w0Hn8BLK/ZfsqEs6pjF2Bangz7B3dKyEco8nLi2y9jjyprqa197cmqL5fJLKLHmB18nh0Sc3dF/lD2kA+CtuvM80x4c8j7u4MwZPD1cRexV1Dc2+yzOFgvZHt2xHfC6lpiF2V9Fui7geb5el7KcWPUsgRA7OqbpL598cW3xbQEhKtT8g2wX1Ao4PWktylgV3tvXcjkOyaq8ZqqfSr2r4aK+4Htd7uXYazmwoO8VCOS5F6+gdHvFJL5IoM2g/QvbG++Lhp6G+EtBViGVEVTtn2U9yUjG/eJfY/Dhy/a8BJndq87Vc2CsaNTK7glQ0HKxL0N453v52IbSa8C4SHyjaXWdPXtnPd6+JhUEfALEGLziw1OoOP6fxPvX/M7u+h+CPUMXS/JGC6jnrqc8OQA56MF8EtbpSkeQLUXhwNwrtxQ3Nv7027huHac7mVyUE/tTBe2fkebr2BPDVVRPPArAgowHkCHa4oIKL1p+ZQVA9iDtOSBbdj6u9NndAXNll9GTeUYDhXZtyKWHEruNEAXw7ztRE3VgCNu9JW0Oq8XUXRoUAjmUYSHuWCcJe3HC/tpOhwSchLg0GtBRqZrs3l7OJcZODjTYJGyb35SJxfOMbrlu40/Oze48JylpOHhsb6gqf51YJrwyQHr/dYZdAlY6BWmJ4zblSkre0681epE+uLjgm99Mi5VE9CsH5b59DgDSgWVtxaON4D0iLGcr7Xc5s3wZ4lXfFLkKLeqs/DoMg+0m7HaTLadjvw7PaB9JHjq5fXbH7YoX1RdW1huM3svnfPd2/fchpbLtGKRMFlnCiffvGE8FlH95t3/K//6r/H7z/8Cv9O/h36F60VFJ/3bPcDJMeL3YXvXr1l402m0vlI6yLX4cIxdQD8xfca3nQdD/ee5gEOnwrhwSHL/RUhHlq0cWYgV4sKlEJfNoM26Qf04nFNsGMZPGnfWhFSlf5px+WZo31bRgyWc+oijDvPed8gIROO0H19wb9+IDhHeDhw9WlLOEear08wjrZ99fw0wQB+3aYqgU/Z8iQX5vMI5TyvzPQaa6yxxjcZ37oBWU3k1JUeK2eVbLyiJ0948LOzMTBcmexPMjRHpTk5mvtE3HmGa8f5A+HyQS5sQwGpZ6uQV/ZBspAGGJMQTgYmJBsjNzHPjTlxTgZpad6G+pCsyU0OJu3OHtK1kKoTa2V1Woe/ZLpcHWRLhXrUwha5kiwKZOjeKS4J497kv+MBhutA+04ndoACePDGTsftLNNVgXAR4i6YLLf0nLoBurfK/stkxYizuXQfizQ3t0LKnrStLKex6sPBcfxOR3tnPeLpSibQGE7mRF3VAb6H7q2BpAqgJ1mwm4/foxGZ8ghH2xxqb/2Rm3dK87ZHLhEZRrSM5Ik7N4HwHJxJuqXMkL4KhHMqzuLWGz9uLKEPJ9i8tsQw7kzW7Ya5KOB6Kb3GIHcNGfARxvOeH3+9fdQDrUGJ+/masT5iUyxUufZwbaDCDXZ9TbOdyygYl+znVpywEWcuwngoevAuEW5H2j880L4LnD8W6BtCtIJR3HrCJdE+ZFIj9E+Ey3MhN57mWPonma/9y62neVD2n9n11T/PPHzkJ6f8CnIqc1Sv+fEgjFfGjlPk+fZzZbhRJDr6p0o4iUn0oyKFkfmXzsbmPTauGo9JBTtKnb9bvQ3yzyZsfqEjISQVnGQcs+FYRh8Ba8AcvqXIV4PJq89PHeO1/X5as7pMfhEZFOg97uIID8J4EJoHsWunTuNZfIVvHTrYiDRzbDflTp2gABSzL2ujiXtTM0gUfGlDyC2ksjbrBgYnRd2gi97ueo+W1xdp91SYyTLNsN76YSo8eJRRvY1uyjI55E8Ata7h7wHoqnbIwUz34m2kuTaHxdE35BTK79zkgF5Z4LwJk6mWFKM2vJjEuPQnSzSn+tR5ZAxlfZRHIoDasz31GCddMNGL1zy6OBIMY+mPdjb+CpDdBjYteRPIrSM8jMgYJ+Z5Mj5b9N8ugXZVZlH9TASTe4vOj8HyVlUbm9U1kY/3d3x395Z/3H6HH739GEnOjudW0UPkk5t3/J2nP+L1uOf1sKN1kQ+7e77fvebvhb/Bn779hO8cjvzN7sd8Od6wv7rQtwlV+Ld+5S/41d0r/vjhAwA+2b7lJpy58WcALhpoJDGqJ6lw33e8DYn+3JC+aule2zlxMaNYn7m2jtMHLeqE/Wdqve9tQ+7aidF3l4ice2SMVlgKfrpOXczk1jNcechw+Imy/TpObU1WsHXktmW8zmxf28QNOZ7BOZqYCF/7AthHNJU+C+/tfFL6pV152Nd4HzCXWeH63v26xhprrLHGf/3x7cu8Bcq405kRcfbQDveB6z81VixuS4IR5wp5rPJib6zv5akQ91qq6UzV4XglyDgnaa4Xwrk4Pl8J+TU0p7pNJeELOklwa0Jmcm+TcFeDMjB349QWgB1B2wJKkr3n9CIQepNA+mFm7dygtKeEOuifWE+Y9V8nNm+M7R2uHMONFDZJaB4MsKYW4r7Mx7yx8UQ2z7Maewmbo8msw9m+t3nINA+WUGnjiFt7OG/emKzbn83pNHZSkmWTjHd3uUjTBrpXGdjR3zrCyRIHgPOLMI3d2X5tZmSpEZqLMWBamOvJ5dz9NNsyKRXKdTDuYTg4tmDySOz94RwZrloD1FnxF4+/ZNoHK06MB1/mYBe2f1z0wW+s8KCuMKodkyuwtgq94C9Cus3oNtG+DLhozNbmh2Ey37o0CiFbku8gXWX80XH4CzMtOn+gbF8K7R0MV0w9gmljQDs3cPlOIr7ybL4Gf3TEFyNpaGg/Fy7P4em/8QoR5arreRkPtEel/2sD6RiQi6N/5rnvA+297W/oFd7YdWLAXQh3ebpGEUhlO5o7pXmA5ugmf4C5h7/cC2FWGvQHUzM0bwK50ZlNU5N7pleO9l11bTdm0sU625WpWKEiuMm92z5kMiuDR4lgvRcrqBZvL/gpQPELHFXq7WVOnisbnd+j6EdNvM1wN2xKMu+sx/Partm6PkkyRliaTNNGxs6TOs+w8cSDY7yxnlc3MrG7AKjQ3gmb11YBGQ8zkJ562hVytGtvYpGLo/xU/PKg26LkKLp1m94gk6s1lGumsSKTFmm3pMdssveZm3A2aW+5ePrckLOzokIoff7vsdJ1g4wdlglsp60Sn488eX7Prh059i130UwQpl79CqSLhD43DpeyjRcczXhMu5m1lD7ZSKPGmbJkExZtDmWbdHGc63YWGbgku/fq6yZjMlVze67gC2ycEkAy87nceVMaAY/GkBXwbJ4iPy0PdueRzevM+d4x3uSFKeAC1SukJORsD/LeZ15f9uzCSOcj+mSkp0FbRZuM3ySebY78avcVAOfU8LQ58nH7jqfhge/v3/DnL57xfGujEDs38uHVA6dNw5g8/+b1j/hO84ZTajmnFifKpVxAo3pOqaVzkafhyLPmyFXXM0bP2CaOg2O8bqZRkTmYTHu4cpxf2HMu9I2N63JCaq1g66LSvR4Jb8TA9KaZnMG1daTGMV7bs2/7OrP7cqB9ebRroG2sqLJtyH7HcC1sXw5W1Jhu5jTLtPMSSEuR3y9OytLVGyC7ud99ORJLfokWyDXWWGONfwXiWwbTxUimJtslYZpMxA6Z+19zbL6yH4wHCEfr+5zmHZc8YPsq4kfP5blAKJl5eeCrU2jqZyt5K6QKsDPGBg7WQ+gHpve60QCXK/3PJoEtcrny/W5UursyezopLgrpbP26dX5pZQUNbJp7bQ7C+bmjOTnaO2NRh4MlfsPB4UeT6XZvBuLec3nireesSGmHa4h765fV1sxHFMp4EUGB6x8q1396Nhnak86k0Dcdw8H6GHNj++d7A+i5dTT3ke4ukVpzsx33gnundF9d8G+OyGXg5qFn+OBgr78bcJdI2hyM4RaoI8HUG5DP3sCdFTdkGv1lI1cqC1n+rfa3KwZkfjATGRcKBzdGmq+OdJ1nPPhZOqx2LlRsrEkqRmWpuIbX0VxQ+0Vh95lw+o4xUcagl6KEMpkbSTJ5/+F3XvPm82vIgn8wt2N8KRQEJTy9EA8e/887whlOf+fMeNnx4e+NfP5vBeJvXtC3LSg078yIZvOdI5frDrQjXWWef3jHm7dPaU7m7vvh4Z67fkMQc7gPfyFohnAYSX2HOuX130y0rzyb10LzwGQoBTOAGHfOzvUAPs1gV73gBp0Ycxt3Zg72cSOMe8fmTcJm4FqC1xzLyJ4GwgXaH8Hb3wrEg3L7z4vLcLnelfnat+KMuVJTzOOqpLK2OthGMwEb+yUTAHpkTPZLEhdtuE8bgiRaSYyL0Tfvs9KZzOu04eXDgc3FQFLqTEWClCJWMUwKZ2F803LZFMO4oMh+JPuANg59UhQIydpvrKio9A+ey7NiLCW1QMLkH6GZInFmOpeP5Mky/z61Sh0xVD0UJjAts0nYY1drRcp/1IPzs8QbYFTHu7Ql9Z6wNBv7GdfMzFjbhmavpE3m8OTEbzz9GifKZ3LDw3FDluINEAtoKQZfddSYaAE/lSGs12+dD5xmkzVzi64AaF7z6hQIY4vL/XhRXFUdFaKyqn3Ue1zTGHgKoRz/BaDyQmqKO/pyZNISdC3l6jmbfFgEGSLbV4nzywZ1jnjI1q+e5/tUR0dyHk0OVbjkli+S4zi0iCjNdmSoRHj56ofYcZ83fDUc+Px0TdhnDqHnkhucKN99/pYn7Zk/HV9wSh0f797x5emal/2Bz4dbsjq+7K8YcuDtuOWSAjF7cvkGh7ILg/XOx4CIsm1Hhpue84eB5s6zbez5fLl1DDd2Lfoe3vxGMNl0ZlJzhSNcBWEXMy42pI05kcuYzePkNtBfOdqjsvuyJ7w5I6cLDKNJw5uAj5nDjx1xH2juhwKU3eO/y/kQ51DnZ9BciyRG/1vxBEpxRubfLaXe63isNdZYY41vNL7lnmkBX42ZYDkL1+TeufT3ytSnnNtisKLGVuRGMIWdY9zK3KOZZGa7C5MhsZiGicl7q1Qrl2q7RIcMljxWEOwLi23jj0qiU9iScW8OyoefDOZCG4Tu7ViApLnSpo0Uds4k3uPO+u/ae+tpvjwR+qtAe7RRUOFiveA2Osq2K27d5Owcd2ps0EZtpmUFodGVGZd2HON15vVf9Yy7Hdc/HOmfeMb93EvePhgr0Rwz4ZSQmMmdx42ZzcuReGhs9Ev2iMLwdEP+YIu/JLqXR1yfOL9oyL5j9ycPdK87jh8WF9br2ZRKnX1XKmZxufR7TwlyySstqdTZcKowN6mF/nlrzM2pR2IyJ9a4uFaqodXEOFnCqmLHLFe5cTH0caMlpC6axHs8qF17Ids1p8HGZHm7TnKn/OD2NcFnPjrc809/8hHctbiQTQUBtF1EnJK2G/xFudpfePvdgPuPDLg8f/GOr5oDOXlG7UwV8fUOf+9Nbt4lts3Iq1ZJjVG1X5/2nIcGv8/84G9/yo9+5Qm3uwtj8lz+Ykv3Ruj+xj13zYHmoUGvhXCsBSoht0p/7elvbP+bBy1mdza+ajjMc7bbezPds1nizoyjOkidK/2SZm7W3us0dkwybF6NhEvD+bmNZqvj0qzYMCMY6+s2tnSTFT/GWfZfT1vFF8WAqoLtCi6qQdQvk89OUsdD6QG9cmd2bpZ6Vrl3NSNLqhy15dy3bKCMwKKsgQtjtwxuFJq3xqrmRsm7DGVcFAlkn+n2A0MfyOcAXnFNIu0S8doT3nnCUaYChxbFQ23nSIHiRVC+s96uBXibL4E8KkzmUvCs7SqofdYEhisrW2lppzRNopv06Mbkj9lPbQgsPgpmML8MK+4VabyHNkSuQk9wibt2Q7cZOW5akNJOUuXPzOtUHdM3jaRiBtBSzKHcmGffCO+MBa3+BPU4iUxMshsSri3s9kKOMcm+vdj4JJFptJVoY6C4ss3vA+lqgBZ8UQctvxyTjRcA5y+J7dfW9pO2Vpio56zKtXKeFQg5CX10xOhpGpNmu6ZWvW3DP7+/5j/gr3A/dtz3HWP2fHU54CRzii1ZhS8vV/y/3vx13o0bHsaON5ctx3PLf/L1r3DTXvj6vKePwdqDsyMtjo2qIKIIMMayHz7jvXK5TZw+DqStL+7iyvg04R8c7VvH+Xsj3ZMLcQz4kEjRc/myo3lwdG8DSWG8suO2+XrAn0b8JRBapblP+LthHo8G9pxyGR1Gwr2zEWrHfipY4N18reRyDlWZ6OissxFZLcrUc+UEnI2Yq4qDaaTciqXXWGONNb7R+HbBdAJKP1xuChCsMjJRJHp2Xzj2PzEZcvcOpifFktGUYqpVxjFtP23wF7i8UNIuFwZ8keS/T1NUU/A2F0bF+qWJQu7MpEuiJaCSKAmefUa4QPsQ2H490N+0DNfdTyV/k3S89H73N1YZv/3TEcmO/tpGTkGVOBqAcWXExfmZ4/RxYZ+DAXnTU5btLy6htYCgXq2X+jZx92ue5hRojkp7P4NQcw83hiNuve1bkYbGrSfu/dxPhxlp9dcObhwarkDtZ2nr0F1XquNWGBm80N7p5Jpu7H0ZV7ZQIVBORc3nlq7N1m8uDAdIjUdSiz9ubazMItSDNg6JVQpaQHxhxmovZg6mDPC90r2zYsVp60hbtVnKWez4NUreJQPX2WT0uVO+Ph+4jIGsQrcZieeA80rcJ8jC0/0J7zKffbQ3kJE8zWHgzW8cGA/KJkSe3RyJyfP1KUCTuX1y5HjTMb7raPYjz7cP/PjwFJyZQh37ltOx4+7Njg8/fMfHT+6I2bFvRy6/+zVffXnDPjukyQy31uPqz+YDcHkm+E7YvKqAtPQxK/RXQtqYHF293UuG12x/pZhLqYf+2o5jOFvxpzlnXG+z2uPGZK77Lwbah2DmeE4mgGGsZJX1W//rcG0nPhzTY5Tz/jn1YstBZfPcYqTaLxEzPeLpc+CcWjzKRsIjB+8KqE32nblowzhaAay6DdcCImBrW7nHfHFozhEijqzBHNqzkHvH4AO598jgjOF1igQD3WkUfG/W13Y/2wmv/hcWMv1l522+FifTyTwX3XLQaea58niV1lIQcJFpPVevbJrIzllvc1JhVM9YBrfrojir9dkimKty3bzl9VdY6jF53o0brpqe4DJtiJx2keEqkDpXHLmltJgkc84ebURVZRsl2jxpoIDsBMEhbnFMZFHgqIqM6vafdS5U1N5qndfIWmg1KXmRBatS5w7bLxU35BlkTSZVxkZr8PMsalVE3Swxrs+3XgmnUhhpKQx6eVZQXrfcBxWDglPVwPZLvOJ95jIGfvj2CVmFrMJlDLwWM8iM2ZGS481py6f+Zvr/OATi6Pn0qyd85jNx9OSLh1j6Q7zNdi67PEdd08u/pXekTollNNf4NPHie2/46uU1qW/xh8ivPHvDkD3PNkdi9vyR+4j+sz2Xu4B6ob+2a9z3gW5MtO9G/MURzibXVu8heCv6FgWDJIEhmvP76QLjaEqC5bmqx9ypucCrs/7pGB/Lu50wzZzWbFJvUQPutZCzMtNrrLHGGt9ofKtg2vU2w/RnRnRok3n4NSX7YOYghVEUnaWqde5mOGfae9i88bR3EcnK6UUwidqOuZ+6LT14RRpd+7OrJHwCwWJO3jkYmKpJhCvScNsBGJ4oced58k87xp3QP12wrlW2DIURNjl13MPpkwzScPPnkf4azi/qqC37fD9AODskmry9MoiPgMR7qGKeS2rs+ualY/+5snmdGPeOy61fSCmNUai93eGkdHeZ9i6VkU7GrsdOCGAGau+sF7q/NWfx7o0BovHJFn+JNEdLVNSV3uQIoTf2pjllJLtHrukulSJ9ZVqUacSVJJkSSXXKcOWQj/ds4zxXVZKfFAA0TGypJEhbSh9cmWusJp8PZyWcErl1tPfCaWRKoqfEq+YqCukmgsJnX9+SToE/utviQ8Z1CRHFbyN58Lw+7nh+OBJ/5cJwCeyBtk28+2sJdzvwbHOk8x1ZhdPThpQc37t9S/s08o/ddyzRTA3bq57jd1skwsPnB+gyJOHLT58g1Vm8Tfy1Tz6n9YmffPYUccp4mwjvPDjrmb58mGnfODavDCj3z4zm697q3KuqTMZL46HM8C39/s0DkzrDxfpzIRXVRi7XSNrMCaEr89KXPamiMt0DYOelv3EcflLus/dHwDhm0Ozq95e5ySXBl1+iXHHUUPpDM+5f4uRWAfWomUtuSb230WhtnYeryxrltG5ORb/CVCMFNAc1AN23xUzM7sE8CHmTLeHHrhPHPMpwkitneaQK0np/LRUFAorO/fILxnrpd4EWUJ0X34FMI7KCT+xdTxkSxEUbXg97A1owOexr0Pnzqjw7FDa6FM5cBBmF06nj5faKS9dwHFtidohT4l4ZrwxsymhrUJVEy2j/VhFzXE55ZilHm0PtgiM3FejPaos6kcH2bzGnuynsdSWZy8eZI7t91nRIK4BylTkuc7yHNAPm4GEoTGZMM8u5rCgs+qdz6yb/jMklsvyZz7mY9FiYVFEAubQGSDFDEIwhBhiiJ2dX2nwFzdZ3nWtvfSl8a3Fb1ywwOmIKSBTC0dHdW0tWDuUZfDUX56S0Jviz2HiugWk2thuV5mjn/fLC0fhE6BJpo+QoPIwtN92Fm+bC1o+8fbbl04+3IMZmjwdT9sRtw+5LT/uQCMdkxYmmXBvJ23FMRTbvnBnDiR13Tdn2sbQE2AFb3NveFxCd+JnO3BVYx2yvrQA656Ji+CVaINdYY401/hWIbxVM2+gqcE1J7kd7Ik8sslfC9cDpV0ByoHko7FoEMMdYX/o8JWmZO2zv9edE987RHCOh9Cnl1jMeAv1t4PLUDMsuH2R0XzKZ2g+WmWR1E7tRksNU+7FLhAdH9wra+0R7D939TKukVqak1foUM/21OZFvv3SEozEHVz9R9AvK98lkPAMm1XTRQGP/pIL/+fsfjZVa5kYC47VyTjZ2JnXm1Gtyecoc5NkYy3rwHC5COCXCORdQYw9q+70x2jY31rFRKxDErad5c6a9z/Q3bmIPzR3d5ianCpD8zB4bWNOZLStRHcvF6wTmchCGG09z2hLe9ZN5j/WEzolenXeb2tILmi0J7V6PhJNn3Dvuv9tweW7S/XCGAazPvg6YTeWAqhYpvZDO1ietFz+5b8fsEVE0C8dXOy7nltAmtEkMg8c5RW4G0uD4/R99DwFCYxnx2Af+iz//BN8mUnQMveefvv2OXWe3CXdx+JMlmBoMlGoW8Eq8eP6zd7+CZEsYc1Ny2ZFyH1gS6UZTQVxeKOnjnvuPhf5HLd2b8p4yFm4yfGpg3CvpJpK/DDRHYVTh8JOEZOH8zOF3ju6utCMMlR2zpHcC08X5PpeRb2ZEVpQdI0Ul4PH9z5hxVcAOZYb1/LOZlftliqSOqI5tQVJJH9//NTJKophwVRDiCpAs6oMJQC/70R1Tf6gxxIZIZBQzM5wKgvb/PFj7ACpFITOrdqqvhEtFsr2QaC+d2nOZEU2Rc+flulX+FihzmcuPis8CMLtMe2XXjOxdjxcllzX7nJrJcFIdM2guu2zEdVGydBnaDBnyMeAGId21vAwHzruGrDAMNgpPvZIaK+rIMCKjRwsLPYFZX9aQhfxWopmSOUAaG1cVNy1xa+0U0z4nhaSkjc0qrsqkuuH13MXCXmu76LeFBbvpKBroogx5D1ypGliDGTzX7a/gTRWylhnfTKaek6fJe4w+IRtDLEwPJRG1qXxaQDXm+p2Ss7WsVFFSdOSxSPMdc993HV0WHe7s8GczwGvfKZs3meZoz5t7nLWjbEwl5M42omrzStl9lWjfRZtjXhRlkrQUjDs+9x+gm4Q0io6O1/d7UrZj8rQ7sQkj6enIMTT2ui4TkzAeApfnQvemYf+5p3trxmZuzIQ7cCkj574c61K4WJqEVRVDNRqrx74YkWk5/mimMtFa2qBU1T6vKseWY7EWrTVrrLHGGmt8M/Htj8ZKJREbF0XY6aEK8aGBkDl9L+HOzqrzlZE+O8LJekH9UAy6bsBfPPvPA8O1MO4DftgQjsr2VaZ7Ezn8+MzhR5B2ga//esfdb7nCThRW5Wc9j2oSqmXbimQw7ZTxqrhTZyV2MrHlNnvVAGMKgooBTYnQvlWufzwSd47LjS+FAfsqP2RQ+7t71dN9DanbcXlurNG0PSzGxZTEYzLPKqyujdcSdl9ndi+1GP8Y4zBcCWnhqlvn0IZLIntzqFXf2OiujX1eLV6MBwPUhy8imy9OuK/fEV7scKM3E6xFwpUbYzBzI9NM7Z8l753Ys6z4cR4vVtkzFHJwpG1D6vwskXT2+2kMDgbIspcy71tIbWtS441weSGcPs4FcBYmp9FHx3EysCt9ukatFPCYZvZGy4ZLo2iGFL3lS2qYXFUgOlLvrZfdByTkmW0521giV4aP56aagcl0rZhtsbn6Ksa8tK8czZ1MbFUOpXAwFAWHs756NwjxKtE0ibaLHD9y5DbYZTwakJII4SQkb+7vOM/4JDO8UGSTSF3H9V8kNMDYzAUiPwLZwLssGJR6XpYSVpdslF17J8V7gMczpjEwIcJCgWLnRMvsbRsxJL9UgPqiJknZ+56WxMjPKEAADqERR1aHnG38j/kzQG7tuLkRBC19tHaMc7AWG10+CZKx0VMPdGWzlcmlO7dK3oAOEJJMY/eao702tUz9zlZEK8W0UOZHHwowrYxxZv5OtWsgnGSaVZ+b2lNdtjFD3gmdjzQSbSQWMKjnFG0u8ZKFXzphT+MOyy3vmjQVqqR3uIujv7M+9a6N5FwKWSoz8yel0Fj2beppzov/lzFHGryB73OP9I58tZ3WYIRiAmnPDLwQD564MWPKyUzQWbELmFzxU+dpvIORufd2AvI6jcmqI7yWRleTiVp97VgfPn4C437MZSJFee6IXTsqpXea8qxpM65JVvzEgLOq4HzGObXjpwak4+DJg62FvjP/da3HzoFU4F8+w1qYhObOsf0Ktl+Zeqp5MOd037f0Ny2XF0xF+HASrn6s7L4c6V6ecQ9npLica9tYv3jjeRIVdMP9rwXiVuHsuaQN/bHlVXtgsx1IyZlKrrVigZZCtW4TgyueA8FxuZXpPO6+dGz6ZGC6zohOhWVOaQbPKdmxrn1OC2O7CqR1jLMcPBsTPQHpEObzBTO4XmONNdZY4xuNbxVM14TLALX9LNdkZ5TZfAbQNpPabErcqgssRiju7HCjkEO28UYCaeto7uy95w+UtFHuewfaIrmlfSscfpLLuBiTWE99s0tJYnl4AnOFvz6vRHEfXDg/cRy/7Gx+c6LMBzVpcwX/iDkYd2+V8dDw9ncyadvSvVEePrF5rNazbIlRBQ3Nfcf2pZmdWTKzOIDCBK5lhOrijRpbtP+JcPPnETcq48GcfUWhOaZS3S/mNsVFNm1NVu7O0RgUZz3GqbOvbu6TGUntnEnlBPw5498d0WjV/3CG5pRNfl2A/njwnJ85JEFz0tJrZ6DZRTECR5kAcz3ufpjl7VIcoI3BySxnEEssI2Syxw9KexcZDq29V8zRe9xLPWUMN4p/cSE9E8ZLtSN+fFwnEJHrP8rxL9ffI+NUFfAZ53WSLU7yxKUUv1xfOrjJyEe90r1ydK+tmDHuKT15tu/9LaR9nrbHP7hJvhguTEDH1QKGA3+2rx2e2hzx3YdHrncXvvjsCe7kiVcZEmhvqKJ9cKQNjN8bDOgnsaQ2WZGpf6KMX9n501J0idkAfJjcwwW3MIGbJPr1si3nyH9u59D6t0txYmn3W869oI/uPdQSeJd+udjpYzaTpufNA0/9hYbmX/rarMqrdCA8OMhlPF1nBnribH2T8Wdc65S1rWKtRbvDEnwqoE0B342CK73z4nC9FcrQmQX2F1Oy2Pk206XUwOWptd5oKJ8DkMTmZo8my23uhO3XVrizloKioqgj7loB5/nqeOBt2jOE10Xq7bgfOyuSld2rUxtEiyJnMWJLZZZe15+5QdCzZ+wCvgBCccWTYCjj3hpzPa8Axj4zzSB70deMCNoEY6grWKrXfCkc+KE8tzo/TVJInZsY6UlRoHZfVXPACUi9z1CXk2yO7jZCUBsPTSijmBYXQR2xBdYP3gR00xC3NgrQlj5BsXNOMkBtQ88V8RnfJLxXRNSOlyjBZZzLXIaGvm9Ix4bwJhB6iAclP1Vck421Lu1W4hUfEpodMTp7HkehewNXP450r0f8aZgVaI2t+W4U8uiQwbF9CTd/eia8PUM/mM9GYeIlZfAOcY6mj1ztPONVS//EFEDZu/J3w9F34O16MEWXm5n5LNPYQGuPsed1ewfbV1L66hcLVWGdtcq6/bKg8bjPfXpN7Y2uLHY5TxLmtE2W733/OlhjjTXWWOMbiW93NFYdW4IlepNbduARSzw99is7WNljB6iSt5ncldc4QJT+hUl9w6m4cfdQpYm5VfqnEHeO3C3MyaYNm/8pWhKHmtjXbSj/j71H7sMEosM5FxbGEn83VBOuXNi8zIs/GPD9jnDJ/z/2/izWumxN04Oeb4wx51zN7v4m/j+ac06eLvNUZVa5yuWqMrbcYReUjSxzAxhkcQFYCCFhmQu4QULcghAXFJTLkhEWFhghYxvbYGQogwGX7cJZopxVmXmyTh/93+52rTWbMT4uvjHGnHtHnMiTznDGyRN7hEJ7/3uvPddcsxlzvN/7fu/L6mVk/cIYjxSE4cgxreygxLV9+NRa37T98A7YT/N+zT2m9hmuvp44PPacfVcZjoXxRDIY9TUKKeyg2SvNTcSNyrRyxG2D309M25bY2XmRlHuNgzCtzY3cjKaU+PAIt2orgztuXQVROirj2jEemSmZScoz/oxUSfB8wG3BXBjawtgUuTaAjInm1Q6Ja8ajUCXxLprTdPvRFUccs3/cGKgPWmO+irtx0050zcS1WzHtgx3XBftsPZqLAkaOVRNnC74lmE4Hj7xqbZ3sQY8mpLjYpsX/eTQXnu6VgYLDH9/z1q98xI8+fMTqN9dsPtLZkV4sS306tQWcTEJ7bsBbkknvx2M7lmE3n/f2Snnw23D5TcfwKDGerxlHD0OWC64jRLGWBQe9A+2UbjtwtO7xznb2at+xv+nmRf9AdZX3e6qJXb3+EriknwDHpbjksrcBSSvIutWDuWRWyuHLeeHLPukvkwFZnxqSCqd+x5mDTj59yk4oB038pH+E39kxK/3v2tj1k2IxhzNwKmrXlHigoQKlck+aQWHua47Y/BmwgqVXpI2stgPb1cBhDJyfr5HrbGKW1Q5FPdReqiUW5PaAej7LV1G0y3FZOEJpRXFSY91Kr+sM8IVXr7e8mo6gAy8mcx+jtx7vYPOdP4gpLnKxcgk4Yi9MQ4N6U3EU4zy/d0yh4SBzr6+U+coLyXk0ZMO9wgqPrtZ5JUcZWa+sGBsKGVCDG1L2crACaAowrmdpd0mqKN/XzPXSC51bZHTh5I0YC06RAYsZBI4nds243kCkgbfEUiIsGmYWVRUNjuu3A5ffwkw8ayGRudXIK9IkfDC3bM1FNZFEcIlVO9K4xBi99fGfB9YfC34P+6dCf+ysVpkl3+KU1Xrg0dGO677l9e4Yf+VpL4SjDxLrjw+W2Z170bXzxLUplJpLob0ItJdw9v2R5oPXduzLsSkRU5ALCQk59HTP9mwfWO5YakvRJq87cjuCCrXlRL1UJVQpxBdvibCH7iLRvh6Qm70B5aaZ2f/6/hHVzDIvb+JS1FhmSTtn56WcG7DPJLknOyy2ew+kf+6GhIB/43E9j9PHz7g3iLsf9+MXb3yxMu/SB5dZSUli7F42hQJj92QkIwatjrB1ZGYOqECazMDEo0Q8zr+Ps0zUjbbYS60aS5cNaGYGWXJUyszW1FEMy8p+956wc+wfCxDMEOU0uyKXB260xaB6+9PNx5H2Wlk/G4krx+6JJxzMKKu9SXSX4PuUe6etn+/lr60YHthxKTLiwhjcAmuL4kTqEv1bkeHDwOZZYrrKpmJr6kJz2sC0EcZ1oLsyl+vDo8bAnlBNvRCYNtk8J+dG+0NhUlZ0IoSLHjd1HM5c3Y9pZYuUcixskUiOproNuooxmpsMFIeDLZ79ODtCx7XDjS3hqseNkXIJl/iruBK0a2heH6o0WJ0wHlnzaGph9dswvH9CcrBqYfd2Im3j4vzm6w2FpgBoY57FzdSrFiQ5OdpXjvbKFsU3v+SRzvr3VMWuvYwA3YOe6cghU0d7JfgfrfhhfIxmwySfI8VM1mrXIZkNkb0zM51eM8tmjIw5cBf21xbczbWyem4sl1w6UhOQNhcdLkO9tlXUPrvA4XzF4eXaJJhHIy4vcMfTSH8W6M7VInKcFTaKaRKAZP8CmbD7NF+oLlprgBvmbGmJan2mgIZZoliY7Hmj+VDn382KEL4UY8Qxqie4yMqNdOJuOXkvRyJxnhzv78+sZaY1j4R4Oppx3UVT7+MUcp76KPheaj96UbRUZroQnFrA660qIy4oX3/0in/s6V/nzeaC87jh+XTMdVxxSA3n45qX/Zb3rs74+P0HHH234fjdNLcuLOZyDYpsIpuTA10zsu9bXt20pu6YHO7a01w6wj4X2PbGFKfBExFaSUSEqI6k2cwxu9u3FwbEy2eqwMhltruVmgYRV1bMkgT+xhFpSK213WhTAL5DG0dqfZ2PrSXBZYduO35+mBYs9Py/DCPN1UC7tdi6tBLoZiBXn4laXPGFEhXnsoor7JXm2ozN7MPMLDjOZYWS/Wxc27Mp7CZcNatSCBbNJLIAewVc9xEVmE4iNAnGPKeLWrSYgDSJ7fGBx0c3xOQ4368YhsA0maP6lByn6wOrZuLa5djDasRp57X2sudnd9dMvLm95Jkc81pPWL0Qjt9NbD7uDUiXz+uF1IY8r8Pxu8r65UT7ejBG+tDnKyvcBi/LXuOYcNd7th+2SOoYjsScvhtMVZUVVGmxSqrmopqLvdn3JeyU9evI6vlAeHENWVZe3ysDcCAzzQaIrQCeboP9sr96h93Or9FxQppgfx8TsnRgX/Zl348vfPz4f/Bn+Zf/a/9TAF6lFf/Vf/2/Tdh/8gHmd8LX/yd/jXQ4fOb24n/6T/GTP9/xrf/da/jh+/XneujRcfh8d/5+3I/78TOPLxRMp9yrWxY31VimAJmy3soRKqp5oVLk1qVPOEkF2TI51u97misYTqm9gHGlFr0SlKnLgNkrGtJccce2JRNW8S9VX2VmqMvQ+W9cb6xrszOg0F6LLWDEgA9k4JEZuHHjuHlHkNTQXEeGU+HmLbGeuLLdVBZNsHqp2ZjMquVGGWl9qJdjVhbLhUlaf+iZto7dm9Zf53KRwo1m4CIJwiERrmNldw+PGmInTFtv2alqi4nmRmluJtQJhweeYesInYF/N1gvczi/oTvfWi92JzXiyNjwfNgyq2RZ07MyAVeAu7EtoTcWM7VSI2SMufcMR572KtBcTWgQYqbp1Zn7+P7trRmnrh1+sDiwIjGf1AoB4zG0F5n1jvO5xKnlR4tJDCUXT9IhkKJASHQnpm3uX61xe4c4SJ0yjYs+zbI+LedEDLyk0fH0yQUv2y03z9Yc/8Dz5Ncb8z1rkxVcSpRasAIDMZvqXDhiY8WP5tr6m8NeK9teZe/JZIfNjbJ+JvQPFXGCP8xgVfLNpbU3vdw/1qMo5wEmaCbo35rY/Z079D/c0L1ShpO5b7lca34wwIyz+3Q2rtKqzqDK9LNkv0oX7WDNsUDztsnTQTWz+hKtEx1KI5E32mveCJc0dwOSb73WVRMuUbu/pg2sH+6ZRo9ctrSXdnzHYyVuk5mMjc4KXVkWTekoKCCnyKGziqiIdACcj7yzueBPrn7Ct5sDHuFGk1kQYJ4Bo8K78Yh/6cmf4f9y/qc5+bEVWIDbxUpvyog/8/ZP+PvPvstKRg7acEgNF3HDs+GYd/cP+OD6lGfnR+iPt3SvgWRxWBHBo/jMiqY2oeJAIQ4FyBqYa6+03vflfkmNsH8kHB5nYzXyMbn2aONQp7h+9ijQ4Gy+UmzOYgZpZoTp0MbX/uqaK5zBjvQjYdfiB8/g86MsA7XaGrFsjy8Fj0R2pE743WTmVrlgWIGUiMmZRZDRjCTHNbSrgA+ZnV5K0L1YvFZxghNBxontx5Hd+4H9W5OZtMEsC8nS92038O2TF1xNHfux4XBoGK9b3FVgaJT4puPJyTXro57daaA/hGz+ZddWKQyrgHPKlBwf3Zzw8fkxzQtL8Th6v7fP6uz9RROK4KZEuIlsFNYfHwjPLpHRjskMSBdflz3jrqgJJppn1xztJ4YHHcNpsPkUm9fsXpqLHCXrXiZLivD5OdXcTDQvdsZIFwdvoJqCLY3CltFWmJKgGsKV/Yup9lhXw7FlwUScMdTF6G55Tu/B9M/N+LU/9zv80XZT//2D/+Jf+tTX/dV+5H/0F/9h+Aww7TYb/pH/xb/NP/3gR/zVf3zkPM7b/e/9jf8C6d99UP/9tX/pfaYf/vj3te8SAhrj/fV0P+7HzzC+WGZaqBVbKYBLqGC5YuqEAWpmEybq725X+dxBOHpP2TybuHon4AdYv5qInRm+iJqczsxwhP1jT/845cgXbLFTDEL0znuUtyo9tkX6qwbUmqvIcOKJTc5vzT1+hdlBzNF7/XzEjw2rlyPNqwNPLq0PcjxpGI59zUSeNsY67p8I0yrvQlnTLLWvOuc3l6+FtWwvhP3TxHRkQCk1JmdsbuwYrF44651OsH4+4qIZxkxrR5NZxLSyvrvmxuSJ7XWyPE2ZGeHpuMFNW+ub3hl4VG8915YxnB2k4+J8LYoYWsjsvKjsTwV1vvbSl8NeeiZFPc3laM6s3uSr5HM3bk1+GVshhexQfkiVvY2dFSbGoxw7tpoRglwF25ejyRgZQKOjeR7YfmDvc/5HPe5xz+rDQHMF40m+9jKr7Hox4F3cwfO1JJPgP+z4+OqxvX4Q+gewv3K011qZ+cKENDvFvSfEF8FYkIOZfVUGOrNJ/hY7Tf0sVtwxtn441VKfmgsY+fi7qRx4Oz+iICO4KLgeVu81HL6qTBvYfqjZjV1vXY+lB54s9Cjuy9WBO83Z03bPF0BVjKncQvo7L3zNRX4RN7d8z1/w0Ujil9rnvBEu+Xp4jf8pEm/ADMhQhmQZ5bUQoUKMjs2lWAtBQ42nkyi4KCSXr425djgj5lrQtO+XFgJtG3naXfLQHzh2LQHPEUoi4XA4rA9662746upVlcPGjuwETi000ShH655f3jzjj3fv8YYfKpk3Ktxo4Cq1vIxH/NWbb/G/j3+adL0Gr3iUWKKbgKO2Z/XGnkfHNxy1PeeHNZe7FarCcAjoZYu/drQXQvdK2T5LNndvQ+1PFuzNJQIO3MEMsLpXo/VGE0xNARXMipfKPmpjYBqMyQZjICuQLT/LgK3eL+Xfbr5/bqmv6j1wBzgtJL4SM6MpghsiftQ6pxRFSAV7xUzNuzz/zqC8vRpZvfD0Dx26nUwlkJ/R4qw3ej80fPf8Ca9uNtycr6F3hAvP5mPzzLj2G/zZJW+fXfKhwA1bM49scnuVYs8vUUKIeFGeXRwR391w/K6wfjkakC6AcSoFhIRMidUYLZP+cg9XN7b4LyZddw3XyihFh8zQy/We0I+4w0hzvcqFZ9u+y8crtb4qDkrsmMRk+eJjRMbJgPQ0zWB9Kbt2bm4hqi7cbt7P0iu9jApcGJVptkUX742VDnb9yaIwcA96fsGHCL/cWezLn+0aYF4c/Wf/7L8If3Z+6d/3O/9N1r8LmB7+/J/m6iuf7sGxe1P4p/6J/xN/6Z/5z/P0L/yV3/eu34/78Ys+vtieaTF2QuoKgQqmaoW+LtYzi5kwyewSQxdQJsa4XHzbk0IgNZafOx4F3GAS2vY6EfYJNyjN1ch42vDsb2/Yv5PqvtyKEqlg71MeVNkB9vD2yLQOnP6tAArTtgABKitbCgXJO6Z1y9VXBXUN7nHD9VcczbXSXppUtr1K+EOyB3pMDKctL/9YYy2vpbgg86K39Onhdf7ZZOzlw9/uGY8C49ZZPAh5MRuUaWWg/3DmGE4BbQgHkzQW+aPfpxyZA9M6WK/fYMxIqdpPXV4YTq31Qg9aJcq+h7iy7cVGkElrlFXyi0VjPrzJg8+A0DKuZwZJndQetthA6nw1oilyyOTBqdT4L1u4U82r1JnyoDtX9k+E4elk6G9y4JRw7Vi9FK5/CeTBYAvILFF3o7HBfudw3o6T72EaQRuT/NlxyKgjO9GSzwm5yOGvHUc/McOuaWP7HltjEqvEU2D/0Pb55IdpdiBOc59yZUrKOS8L78VwkxJusot6vk5Ku4E6YblId8MMfgsolwjbjxPhrzmGY7sW2qv5Tcx5XfGHOc6ttpsvyCzJwIPColXWWXLv6bzvQs4Yl5I1Xv6Xur0vw0gqnLgDT/wVD10k0H3264HX/YawpypZ9q9WuL2nuTZDxNSYh0S49DlKDaOR705vi2NcWwI8syoIcC7RZMmJMeMuc+czg+7B5OnkbOpgRa7KSuf7wjWRR5sbvtK+5NiNrETy3wkR5VgjZ27HQ3fgsGn4V9d/GymtEZ849TsSwqiOQ2o5aQ788pPn/KNP/iP+jtWPOGjgPG04pJaDNjyfjvlwOOOHN4/4az/+GunfX3P6w+VnNNKwFPdSgOYA3etksXyTAa2lmsKOU2krgamYmg2+9sy6KaEuISkZs924Op/pnfu5qHdckXrDbEJWixAYEL7lNbCoNIng+on2KjKtHW5MME7VRVoXvdY1Izsz2qji9hPtlTHyyZusP2WlQrk+Dn3D1cUa96Klu3ZWrM1tVM1BaV95rvqOX3nwnHUY+V4S9mE1t0kVdZlPbFYDJ6veeqyTzPNJ47LZV24PiREZM8NfgPIwzpFaGXxKyNdhMfq61Tedmd9SuBsn3OUOGSO+8Ug/mQN4No3zwc9/X1y4RebjPS36mmtMmpuPrTezT3PSl08H/MveaieQnPVcZ0My8d7MxzKzXf/+7t/eg+r78TOMwz/9mv/wT/wfP/M1//OzP5h9uR/34w/7+GLBdNA56oS86J5KDiQZPSwq7vnhq25mEm+5WwOyivRPle51Q9jZdvrtzPZJ9BUsNFchLzypC4QKmhcLhiVYX8qBa+/Ujae5tof66jzhXuZFQF5ouajVXM33ieHY5NfDscnDd28q8WQyOe/g8IeA30mVeG8/nvCHcgAWI7OI88FZHEsPh4dC/6Bh894O96AjtZbDXVx2Szb3uHWEg7Oe1wUAKos036fKLKozkG1gODt2y8wwuskW7dZLbb8rjJTFyOT/g4FPdZA6e43fzx8lHMp+mCKhnIdSYCkZx+SoLWNcfN6PO8ZYbma0S6TT4UjoHyaki9avrFif8zd79n5rcn9ni7y4t/xZdcr+sRDfPvCtN17y3bdXSAwMDxPxbGLaNGZwt06ZlV6cD6cZY0h2hJV87eXF9zozhmKgPTXC/usj0kZOv9+weh0Zt2a2I+V4FzCidizLQv7W/ZCwSLiLGdRX+fidY+pG608vBZpqCJj/zvda96+yxQquV8LNVI33PjHytWIAW9CUTD6fyD4GyZyRF3WHpWqhXAd652e/6GOnDe8NT9i6nqf+XRL6U4XeZkDm2Y1NNrbK98mVp7lyhL3WQklzo+gLqW02RVZcC5f+k+vxWzL7PDeG7B8wqsPE3Z++dx5hl1rzvmCeA5bzq3hl5SdO/IEGJfOkNOJxqjVHeyWJViLeJZLDTKvciMPMxw7a4ET55tEL/uTqx3ynMcB/0NeMmmjEMWrioMrHZy1/MfyD/JXv/m3oT5afVW8VbCUy97s66jPJj4mkNne4lOr1DDBtPXHlaK4ivo8zW+zN7VuDu5WdXY5DLZItC8uQI7nmIpgVpOR2TnRxx3eClIkCzM+gNyYVMHBWnqtLBnUhEy9ScfNnEEITCSEyjp6UHGlypCioevTgTQI/WfFy2iYOWNxfCsrNoSWp8M2jF7Ru4vvNY4bJ0x9a4t4uBPHKuh35xslLvnJ0zr/7es30fkvsrDfdjQkZJhhGc+cuBm9l/0vkVE6mgLSoTCxAZgG4Mc2ftZ54k98TkxnFDSM6ZCdwJ0izYPGKo3aRZ4sB5E+w4OV3ZRRFTzGCK2DcGdhWvS2rldIeUM5ZzaS2ZA2pRZR7AH0/7sf9uB9f1PjiZd5FSkfGgyMm5S6ZvnlRIeV75m+MabttFKaDw18GY2Ju1Ni2JajJwKH27jZYD1SSOcM5M7/lTe4ClLr7XtHJTHy6l7C6SExrc+QuwHNa59zp3oBJe6lsPxw4+UHL6jxx9MNrmv0Rh9NgcScrM8KZVnB4pOyfKjfvNLf2YSl/nz9bzv+Mhc1TDm9FPnwgnHz/iO7CMrDLIrayUnlbpbdbMmhOjdAH21ZzHfGZAU6tMxOzTqpc1I+aF+YON0XckPBDjuJKmanQ2wvEFIyFnln1vF/LPkZv7K0fjfVcskAl67gAOoGFy+38mqVM0oC0LSyTd6yeOQ7aotmAS7zyS2+85vt9gCtblPsQiV4NrEZbLHbrkeASJ29ecXPScXq8448+esZvvXxCPzZMU86pLcUZwXqxzwZi72nfbxlOqIC0OCubfNr2NeyUzQ8a4qrBjxNuTPhesjt5PtdaywyVuS255strQ8bM7Jdr31MzbqfsGN9eJTM/y7J5VLP82ySi49blVoz5OqFIw6t5USlaSGW9Jff2VwOxfD9pst5HA3FS3cnLdqoKobB1CyB9t6b0izpu0orf2H2Fzk18s33G258BWEeNvExrrg8dnc44wo1ixbNxPmi+h3Bt5oOp4xaIu8VQl9OaCtqmtpeIT6zbkdOwYyUme44LF+K7RmmH1OAPOTIo3w+1KCqKc4lVGHEZtXqE4nXsRQxc5/0Z1DOMAQR8E1nJSCuJpNY/nVR43FzzhutZywYvJjpHDJwDeV93HDeH+XorzxBnH15y778fTA4/rSCtmuomLZPa/hYQrXORd1wbG+lGJVwPyJiPjQf1lk1cWmTK86gakAmUWLKadlCKHXkzqcktLN7n9gpTMal3swEZkLpAXM2FqgrsYoLgDVxmoC9JjbkWgXVH6kItkrZNpPERVWEapbp7O5dI60jqPDoIqVPS8UQ8lqrcaoHd1PIg7HjnwWtaF/nx1QOej57osvs4MEZPHwOdnyBJbWWRqDAlY4vHyQBsiYlSrXnLkj/fLbl0AabLHubg7LOXHG4nM1PvPdoF1HXIPiCHHt0dYJrQacrM8AyYzQDMzdsvBm8x2f/eALOo2vu5/LDzn1KxWu4vGMMeF/u4/F1SU0ZY0KRtrxZWvkQVx/txP+7H/fg5GF+wzNuMwIppE1Cdr0tGcEFbyk95RihUF2+ZtzMezYuvmGWMJWYpHEym7IZEXDv2bzQz4wKz2dhi1W4mZ1CNv8rCPijj45FrGpqbDKKDmEwwAxKJ9t5uMsOu/ZOGV3/c3JZ9v+XmqQHP5soKAO1NwvcJFWE8cgxbkyTf/dzV7CqZpDPlz+k0M05BiWeR81/1rD80UzY/2IJvWhvbV/pvi4GZ7zMz6q1nW5IzI7BiDhUV3yfGta/502XRGdeugnHrYc6xITJLe5d9tOoFornyFgnzMnMcn812rpNJ8o8C6oIx4sFiX+pxcAa8yVLl2GRgGcsxmqXmsbEF4vG7BvqvfjlBF9EkPLuyDDIN1jvehcSDr7zi9QdPWb0wIHq4bvlxeEDjI4/PrgkuMSTPMAUO+xYfYo5Pk1nBEJT1emB9OvL88IDUeDtueX0lObO0KgJQjt7PBQxvBnIVyHo+AaSTpbvk4yeUTG77gwUDlr+P3Vy4KGx92Kfas+0yQLDChlQG8xYwxq5x9flcAMXQKHZSr82yj8Z2l/s8Kx0S5paeJfi4JZCWW6zOXCT5cqDpF3HLR4cTtn7gKq0Y9YZObve4RU0klJHIedxw2LesYlYf5HvN5h47VzVhIN8zRfavbs5evt1uk4uJjtuqHSyK6szvOHVCwOPF0etoku/lPqL0KXBnSp3fKyghJI5Dz9b1+E+b5zFQjSqjBsbR0yp03cTW9VWgdEgNCaFzI43MoN4hd7bl2IpjSh7fk4s5i+JX3r8CYMv8GjuPv7DXpxJXlYGNm1KNeEuNpSaEvaM9d5mZztt1ArcKR3YOiqt4UYvcZa2thYWaspA6b8AwO+Ub8+1mQEcB7iXy6w7ArOdBjYmNJqEmBNIqMJy2DEdCahWfM6NF1FpcRPHe+tyDj3ysp0xTV68VfKJEWI5D4IPrE1bhTd5ZnTMkzxj9/EB3ts1+DPyN52+yu1mxer+xomcjxLUH14IXe9RnSXXNW146WTcN4tNtuTvMYNdZkQPJzWW5f12bYCC68UzHHbFzhJuWcB5MkX7o7f2Wuc5LZrjsx/JrcU3XzIKXiCv/KQWxlLJfi6+v1/I3cFviXYpWKWIPycUxuB8/N8OtVpw2n+3O/Xva3tkpKxl/19f9z159k+PfeMb0Ga+RruOk7T/jFffjftyP38v4Ypnpxags2jSDAQVbWBTjjrt4cvm8XADctE7s3nSEU6G5zAuhnNXsJjPF8r0ZU6lkdiaz07eZmczILH+WMkBSY9cQxV0H1s+E9sZcsdurmWmrzGne1/Ziwm09ulYOT61vWb1weKzs3jIQ11x52gvrc9w8j2zfG4A1/aOZvfxEYSFhvbqlqFAKC5NDG2X3tcmicHbWf2Zs6JytKiOsXkLos2xxgnCwDz6tHd5b3rQ/mPlLWOc87CxJtD5IAI8birts3t/cM17B/y2Ql/8uL1jdBKFP+W8zGzoZ6+JGreC8Xi8FhE96631dtIi1klMbW7sG3ATTSrh5R2muHf4AMgpylBCBKTpCG5lU0CQ4l/hjDz/i//7kEcc/8qRWYXLs9y1jiIxNpA0Tu6ml8ZE9i7VqiZHJ66/D3zplGMFt1OTgXub119JRPAOc5EssGLn/fiGjXgLvzGSlkpCSMkjN+5EyMDUH7QzOV4JOOWKo3EeZ0UyNgXXQWTlS8nl1bs0ofbniqAv2stCPzRy5VB3EM5stk7PrKOZfOlcdzAuQrrd1ygW3uAA5X5KxTx3XY8dx6FmJgdS7I2XDr6TmZK0qc2RZBmW31AOLuUhzsVJdbqtBb/f4e7tO8XPhcxnB14WJY3dgJQakoyZGjbgs0y5AdpciHx5OzZTR2/0IuUDpC8OpNM5Y5k+zxEmqRFVGhPO4IfbeVDM+VjY7IlzEDYepMWfvTzlWy5+5ItfuZ2UOdb7Oz4LMTPscyWXFQkWL4WG+KOUOa1haSyxyy9schoEki4bTW+qaIu0uXgGUr1l2o9ncTL1SVsnltQJzv673aGFp8zl3Oc1g7sfNPbcpm17BDMScg8ZA5Xjk2D8R0ulI8NFqAD5l3Gay7K8cn/PG6prvNSM/lMdw1SB7P6dkAONVy4s+8Ppiy6/zNcs7z8VGCdby0TQm3b++WZHOWySaaeVN69k9dkBDs1tx9F5H9z4zKA0extzfXJjg5ee5O7yHxkCxhhL16NHOk9pA6jz9g4ZxI/gTTzhr8cORPV9iwl8PZnZWJOKqsyohpQWALpNvqudG4wJUOzeD6vxayakVFKWeiBl9lvNyNytbNBculqz04r3vxxc6rv+RP8Ff+upf5KepiZbjn/qt/woPdh985mt+8E9+nX9gNfKJ3sY7499+8R2mH/zoM18z/d2/xr/2nb8EtD/1NVHTLQPY+3E/7sdPH18omBbN8VSyWHh7SE3pmV78D9zNmLZ8TOz/JfMW1DKmV8YQ+J3U7ck4L9iTN6njeJTmxSJ8ctHuMHOTsnaqoNseqOpmJ+Zx7Uw+mReNJZqrZGy6Nx3NNRz9jn3m1aue7iKy/dAzrYT+zDFtLdbr5m24eTuw+dAznMrMEuW3rlhfDNDYIjnL1cVAYvfK01waE136Yk2Oa+DSGEFmYxuoYMaN9v24MWMZ388P6hI1VSS4KYiBtJbKlJppV1YD7LTmTXMHYN11ZLfrwRhzN6k5jHee8cRXxlOdMm7tYDQ3iaaP6ABxNZv6+MEk4sPWZI7hyszd+hNP/8AWLvs3E9qZVE5ErY9vsJWt84mb6xV/+bvfIVz4nD8rSGOvT9ExCex3Heffe0j3wrGaYPeVCFk6joAEY2nCtXD0rhIOcP0Vx3BqEvgCliVBuJnjuuzc2rUau6XO/859URbjzi6IlIF3KQTFVpjW1qPtRyWuigmdvS7s8nkttZg0g+IaaVaZMplZL8F6QIPFW1nU7uxPYC9Slg61yYPzMqsXckSWuFwgSXmRrTMgWaow6uf/EowpS5Y7N3Hmejr5pAFZIhHV+okPqSX23hzrG6m98RryeSkRP6XQVhlYU+JoQ1YJSPlxBnV35t3svnzcHDjzNxXkp3xiEukWcD0oXI4r3GjXYmxgqZQoMu+1G2gkmqx7AYbK54vAQT3v9w9g70mNcro+0OaLNKlwMa25mWyB2NwBVHfZ6VETN7Gt7uc11z1/dsGKr+EG1i+U9YuJcD3kY6C4IaKNr2x08ZWY1T7UudFlQzI3RJMp53z1Mn/W4mDi1slZmgoWZYH9oc2LkjILm4GkrhrSusEdJpjM6Ayhuk8jYmAy/51MVrTUkGO8SnTXlIidxep1R329hQXwLuFdYtOMvL2+5Jvr5xz5nsMU+GD3mHDuSSuxhAzNRd7eETUQdo4wwniWkAcDoYk4n2jDxOn6QNdMvAQOuiIFb6D6CKajSHPpUdeCnOKGRGod09rjh0Rz3uOvDsg+s21LdnjRa6xV0i0ImcEPjrhuTKruhXEjHB45K8CWZ3iC9hLOvhdY99Ec3UtxEazPugD6Aqzz+2vt2U5zEWCZWFCM1MqoBmZ+vmLLCSjGZB7wziTmS+n+/fi5GermtpLfbVz8+0843X3vM1+TGv1E+8x/3KFO2LifDqQB/s+7I772z3231Hbux/24H58xvliZ96f8I9XF320mqvTXLfOe1ektEFhHBp0is5tzahVtFCbBDeaSLFkOmdqZ+dZS7V2OKi+VCtzrYjAonI5cB0VSoL0wx2dJidjkFVl5NmaX6/0bwnBmBYPzb7e0V8pwLPgeNs9iBVPDsWPcmDv4cKY1D9gMZliAKjUWtfbUCTRKc+E4/V5i/SKyf+Txg0mmixQ7tubwGm6mmpuqwTGtLSorNbN0HKQaltli0UAhUqJ2tLJexbEXco/ykAh7x7h0Ao4m4ZYsgy/nsQIoDJgn73CjJ+wiyQvjlspgu2RA303QXCpSnb6tiCJJaa8T3WXuw+zNjXo4Faat0lwJcZtwm2k2w33Zsn7mOTyNyKMJJ8r0akV7YZ+xuYT+JtQHzDQqehM4/YFj+5G55o5HjmEda/uBiEJQ+qcRnOf0e7bY1gDuZpY++8F6pX02/rrdYz4DnJrRTP5epV5jlc2CKs2PKyvOxLX1949Hdl7Dzv7eRUAyCNbZeExzQWjJutU+zsW/k88MdbptKJhvxXr/lNzcGmOm2T0/Kws8MYNxmVmfbNpmb7bY5pdgXMYVvQacJBpJP3UhlUiMqnwwPsBdBtyojBuT5yIZkJWCV47r0wKq89A2wSqig8PtfWZBmYs2evt7VTFPgcyMl2Gu3nKnNxmm5HKBhkURSCl5xV6UtR9zzJUZjvl8jZftl0urTyF7XMBx21fp44BjVM+UHI1EmsXxKsx5GbGYkO2PCYfSqsCsAqE8K6B7rWw+HmmuRiieAth1mAQzz5vy/DdZCkPYJ2LnrFjpLXvaR4tRIiVk3WTwLreu6yKEqsWrWvCYgXUtnOX3kykDdN8Sty3jSUt7Dm4/klpHbLM0+Fbs0iwFX5qO1Wuq9QxHQtxGvArXeyvklAir4BONj6z9wKnfcRVWbBo7D77Pc5XP+xhlbvPIRmUjuXCTI7a6ZuLp5oogCS/KRypM/QrXC9PDke3DPTfrFVe7jvGoyyokcisSrJ8HTr8vhOscT7VkfQvgXLDFMuksoVZFNs2iZ96UYsNZssK0ywUBvJlvBsfdKUicM2NF1bxGcDOgLlLvkh0t835oZq51yTqL2GdI+kmgDbfOY+0bn+4hz/34fMdBG9LV9Re9G/fjfvyhGF8wM83cM83MsIH9/FYcVV7MVdOa8qu7QHr58xKR1CYD0k4RHCko0ZfFz+LBVIC0y6ukW/u6XHku9k/BvWg5/r6ju0yoE9bPJ8I+mnv2lGWBMgPr1WvPVR/YP1WmtdDcKOORsHsLJFoPX3uudJfK0UcT/ann5h0htckAfTGlkZmArBLq4leS5dv9qTn5xk7YvemQqbiZa84u9jQ7T9gnwi6impCuMIO24HbJZNOVKR7N6MbVPFvJkl+dpYrBQPY4iJkglbgsyaxOjk+p/dMy/2/nX82kZwXTKrB+LRZpNjmGk2IMpIReM7utlc2s8sKNEBtPd2US8Wk996YfvSusXyTWzzyv/4QgD/p63LrXMJw6nCjHR3suVZiu1gyTLQTDhWOaGggmkZUkXH4nMh572guIK7WorTblBaMZ9YzeigfJ22cPN8LR++b0nkLu+V5cZGXRXnv1wXr+aq/mfG7iJMSVVjOzEiuDWNuE7+372GUGfAfhxgo/FjvGzCgXxiQXNipLfhfM5ltxafJWXrt8TdkXiYtYLJk/mxTDHhVoXC6Yzffy8r2/TOMqrtjFhqSO5qfQ8VGVg0bOk+O94QF+L/P5bIAErl8ce7J3QHbaL33RtInjBzt2u4508LiEZQG7+TpSyTGGaqBq5SeTZWfgXL4uGeCEslPPZb+y+aI4WMv8v3ilCbHGbEWsz3op9/YISWAl0VzExbbVugknM5x3oqzDyLHf4z/xcJhHQnmVAq/2mwx4SztE/rh5XnKTKXCaazMBpMS4OTMRo5jt5XaWYt7X7BKxFXPHFysQOScziww1CQGovetpUcBQz1yQLeNWgXmOs9J+MFlwY8XQ5nL5XJtf+wkZcEq52JLBdNug647hrGU4FSQJ4/M1Moo9Q49HticHK6RIonPWs77xPeswgp9d42XMSiQVdJ0sz1wsApDTEe+TtUp5O29TcpyPa55fHBEvW5oxz3NNomtGhrXn8KZn2njCwQrbcWVF6dg5Ns9bwnuKjmM2PpQMajOYldx+NVkudDkPCrjRmO64MkZ6WgMnU77WQUeHmVWABmeKgHpOBEWQ0dVjWmX3YO+dwXFxYFfV29uo5yOfn6RmPqZqsv2ETfbJzdtMairdpZN42cb9uB/3437cjz+w8cX2TJdqO9Te2yLRvSXpVGyhIPPC7lMBdflZEpoLT3OZpY5BkQyEXDZ6Ku7Jxbn78EiJxwmtCEEXyM7+RkWtt1OxFZ+3X6gzYLd6Gdm/Ebj6agCxQ1sigYpDtRugu0wcfRA5+nBevJ19f2LcOMatycyGU+HwSOhey2wYJPNnrYu+5efOP5DcPz1tlMtvK/0Djz+YXK7KGJ2BLFtQO5orz8mPPc1VzFLQmX1hKTXMwLVuY8oRW97MWEpfbjmusZ0dxEvuth2X3OZVPlfZfQXUAKYx9ML61UT7asDf9MTulHFjcu/hyGUwTQUKLsvWfbQCRmph2Drroc4FjWavNHu9XbzJ759WynhE7dM/WfV89eSCnxydcf7qiO6HHX7I0uwG0so+w+lXL5jecVz+6IT2KzekmxadJLuUKyk5k88KHB4L4zHEVhmObMGpWVIddgvwWdjBfEO4aCCgMmMJ/JAyYBVExXrwM5Ptol3L4aC1T15DOfdUcJM0LzKbnIW6JE88uFwomc/PfC24ODP+5Sassv28HTeWvsLFPXd3wXeXlRPynCC1YEQ5FF+SMaRAxOXoqU+OqImRyEGVnTacj2uk9NO6+Tz7cb5fgQqil/+jkMpCPb+G2v4xH/wCqMUrJ82BU9cTWN3ar4SSNOIQEokbDeyGZt63oLVXGlFCE/nayWu+vfqYYzd+aodhzIw1CPvYwCTEVeJRd2NsNubk7UmctAc2rid+SgEiqjH8icR5WnG5W3GUTKXDEkjHucXBRcX1k7HSnTkxqzPgaq8vx6ccO/OXaG8yaG7E5Lj7DO5yprOLy7+hqgZKlOAtE7L6bDPQ7oqHQDEyixEdBtx+IuyDRQXqPFdLNkizbS2L1DoDuODRtiFuWw4PPIfHBp65agg72+ex9YiYIRnAPjacxw0AmzBASNUE0VQtts9E6+32+2xWmRU7irUMxOT48OaEj56f4t9dsd7b54qtoqOjHxu7PttEzMaYpUUptcpwCv2pZx1MQq0lsqoYdxXg6nOppxQVsoN3ChYROW7sgPsBpI1sNj2bbuByt2L66IQSSyb5PNd87sp6q52L5b8196bHiLSLElGtTi5beFJlpIti4Hb81R0Gum4jF0NcuXHvx/24H/fjfvxBjS+emS6YdVGNvwWOWfxb7v79AmCXoUL70vPwN5X1s4Hh1D5i2CWK23GJ24itq0D59a80XK3Lql3m51Funrv1Pmpg1XKTBR73vPrjHUgwkDJmeXlrjq4pYAx87lnev+HpHyvtubD5UBmPJbtk2+83z5LFTQX7uZtgPPLEzlWGHcEWKGXhV1jBAsDyIjmtE4e3FH/lcBHCtbB+ngFT0porXLKwU2vyXuvPy9nRpW82FzxkUlyfQHNu9VAA7QKcambDfC4oLNlMmTOfRamsqBcqEIQsH1doz0ead18A0DzZ0ty42QG39IU2jtS4W+yS9Uzb98UQK+wT48Zx87awfzui6wnXzctu3UT2bwlpG/HA+W7NED2vXxzjzsN8/hNIL6TGWPaL8w2/8tWP+eAbSuMj0+iZYqjIMO4Cm/c86+fmzN6/EfFXjuEMhjOYjmzxt/1JYP3xvP/kAkAKWSpZQKkr59iukRoDJmawJh1mrpYX4RrmPvbkhf0bVOllkY1qMFO27vXCVV0gOmYT29wKbjnlBpRdjv2x83bnJs3XQXHvlt5c9Gv/Zr2ZZ6Bs+zL3kn+i2PIlGZfTCvXCkf/prqtJlZJ6ldThh8z4BwGXUC8Mx6UyYdfInA1vXyUKsvPcyBoACZrbbRK0GYREgakU3xTvrce5/RT5+ag2YXgRRo0cdMUYPd7bPZ0qmLYdDyHyje1LvtU8YyOzvPvTxqiOfTSDKu3gyPc0uZIzamBUz2mz55G//kxmOqpySA1D3xD2pqhJBcXnXSspCVKyi0txx5upWCkm2utzT7KbVTquV1In1jYTlSbkuTWSe65t/i3PBpRqIlh6tsu87so9nudqK0wtAJQTiBF/safxlqqAc7OZWW7bqLFNxSm/tIVMFjklznKdb95yPP3jH/GPvP2bXExr/s0f/Sr7Hx2DmIu7YDnj5+OGv8VTRvVcDisYXe0Xl5UVTkQlKyaE5gZ0D4erBllNhCbifaL1ESeK82otWf0cS9a8aNgd7OQIph4KN4LPBcJpzIVhmOeUT3EsB0wO3eSihnPoZsX4YM101KDeVB1+BJkc33z6gn/0zd/g1bTl//Hxr/De6sSu37UZtNkcJbg+4ncLp6ZsCqeqkKL10ktOJIkJIUd7FTdyXTDOMXHLWdW5WdadcpFABPG+stEWz6WznP3e1fvnYty89bP1S/8sQ0JgeHwv5b8f9+PndXzxbt4LwFzcZevPlUUv7R0wq2JVerLcOjtrS7S+UAOKCTcphzPPuHGW49zNbHOJjunOk/VQF1qs9KYVKXiN91FyLb2Cf0TRi5aT7zuO3h+Z1hYlhRqYXro0F9fp4cRz4b313GUPiPEoA5yguNHRXEF7qbTX0F6OrF8Iu7cky9MlA+oMtsqCa7LvY5tdeMVAvzpj3aNmWfeNgdxpLUTEmMtJs8x3Zj1dkWFH5vznzFD6MVXwprmHuvQAVtCd8mJnZex6wQQaFAaxSKwF620LvrnSXmTH6uROHxzzIpe8wC3yZ7F+6ZhZkWaXCyeN9VsPR95M504VXUekKWyNxZmRIK0SfmMLvTF6Xl1tOfrtltUL5fDQTOuKAsANtkh0H3Z8N71pi5pkLrU462VXBWkS44nSXgjNFfSZoVGBuEn4s4Hj7YGL8YzVy7n44AetUV62eC/sf7km5+NgkWFURsgPIKMt0PePhfFUaS6sqLD/SkRXEbkOaJOgS4T1RH/R4norCgUt/dRzgSPkc23O6tYPXzN01ZPqYna+r+v1HxU3JNwYb32Gcr7JvaWloFN/lT6FofsSjI0feLS54aurVxwv+10/ZazE+lelxJ05iOsE68j1NtCcO9pLy5yuRagwZ4+73ln/b5cMRAO0idBZtnA8zPceTaLrRo5CT3Nnt4rUO5EI1gXPITX0fWCb57tS7CvXRUoGkIef4npbSl0ROE8dL/tN9nRIHIUeX39v7HTnJh65HWu5bbCzBP1mkuZIo8tzn1TJe2Wlk91Dvs/Ho9xzjcmB7Tlkv5PSVpGVOyUmK66CzUXB4u1CBq8SrQjlBn9rjoW5yFULlKVAmH9Wxuz8LcaWDyNud8CvWwP7GfDX+XVpVrUEXQsmt8ij4wp+9cHH/KPHfx0nyvm44S9ffQfnjVF2orRuIrhInxpuYsv10CGjs3m+ZS76+bkwOx7lZ17Q7Axu/fJnqz3fPHrBH3vwId99+oTvv/cG4cOO1TNh8wGkxjGeWNZ3OMD6mc7RWa09W1evJsvJXpyrZb9x7S9WRbsWgmd8vOH6nY7YSFWPqbN741snL/hO9wH/xv5Pshsb4nHk5q3A1JkSo/iJrC4Smw8g7PIDzjmTeVfFQpqZ6pwdLUt5tvezFB3qfqcYZwZ8OZYAW0thPRuihc8PwN2P39/4c//1f+9net0uDTS/S2uyf/yIf+XP/wXgkyaUd8e7/+o3eJMPP/M1P/gv3asX7sf9+DzHFw+myzOhPOMnQRqtks9brPCC3TSpaK6qy+2NHR4nPn4I23fXtBdKXEnuwZ1jWQqQLg6zJZ6pjpgBu9r7iGIRMdmQxADjvKofTixCKrbC6+80MxjKbLPvtTpbd5eJ0x+myiimRmiuItPWcXjgmNbW03h4bHLv/rhl2pYebZmPTV5oScTiUtL8s8oQT2WxVRZ7tmhLkhfUTTbeEalxWCUyrBzrWwZUwREpTIkuQCxVmptaahwTLsdSZWbUqv6grbGlfEqPrWXjJnzvGbewf9LSvDpDXp7bR2ig2eU4G7GFVOkrtkKGEFuTzNv5zk7jK5i2JrVffyTI2DA8ndDGKvs6Orr3W/wBdr+caLYHxsnT37TEB7dd58lMlkQrvviDsPqNDonQP4T+zXFm9RRCN+G/PXD1Sx79aGXHJWg160mTnTA9mlBpQLK5zoT1iKvgBqW5sXM0KwHm4kVdcGcAXIAVzNdMMTmTydM/ctbfrWKSdMCfjOCC9Z97kEFnZitfE8WAzoBxZpnBWJIgOaf89t9UBmwpS9R8n+drKAVHamRm4ctLKxv/5WJcfm37AX/yjRt+tXuf7qeYjzkRVgJXKjzrj+eClQPaxNHZnnjs2K9WpKbB9/O9XUFtGeUebOwbFwzsaJkH7VJCgrJpR4784VMFpQ6hyXnYDR4viTj66g2gQW0+Eru2YhSe9Ue8ikd81V+zEuuRXkaBlak54rgZO3tOdJHHwVahMX8oT6LzqbLVnzaiJiLKy3iEHnIf7KJXuRT4irqmFBFVgNaKVurnZ4ooMFABjt0PDppZum2ss83Furj2a9vEoki09AjQXFRMQXCLefiWL4Jz4Dwik8mZpwSrUNnoZfQW3hngKjJil/8tBtDUO2RKrJ8p/68ffYtf2X7EL3cfm9HY2Y4x+gqmV37i7e6Ch+GGD4dT3gtneS7Mc06a56LpOCLryKgQush2NeJdIiZHUiFI5J3uNU/DBV9dvaLzE39z+Arrjxo2L2ItisdWzFTy9WR59muX4zQTzeWwuJYVXAaWWeItRZbdBDQXHIbjhsNDUzo1V1m5k927/8art3h2+Pv56+9+BecT/nhk91ZO1liM4cwTdi3hRX7fGHMMVr4Gs/SblG5FkZWcbMmFRI1kvxaH6lT3vUrWy99598l/l57pe1b652a4n1FG9W/tH/LOP/vXP7WV5/e6vaiJJ7++/11f93f+se//rq95b3j0u77mftyP+2HjCwfTRc5WRn0AZ+mbuuz4iy6k11RWGPiEw7eLQntuFXI/wvp1xPfJnJbX1hdaImL8qISDSb4lSu2ZlihGhWQMUNnwzJJLWXxNDm0SR3/XKz544xFP/qp9hvHIjFGG5edK4EaHJMd4rKyeOzYfKbungh8c3bnSnSdOfhwt+iMIqXP0p579k8xG589Y2XpZABYHyau9LrP1brDfazO/Rh0mbczyaokmSy8S6xSoCzAEpM/xX86+ijMWt/TgVQDk5+NV84LzQlWDMeHsMzDK//a93uoNtOOUF7CqqHf0J47xwZrmxWvCPpsUtfkz5J70uY9YLc4mv081SWsUf2XMrgoMD2B4c+Lo8Q3DEBj7AJPQXhjY3E3CWyeXvLW55K999BWG7cDN6xWbHzb4wdar5M/ne3MHxwlP/4ORmzcDwwNnDslgYARwLvH04Q3x7JqX50fE150x8Ql43XJ+8Ob6/cCAf2pNQj6t1VzH947jHwmhn8+5utt96SbNts/uB2Xc2n20em6Z4qtXWS4ajS1KjTAeKdOxkG48aRuJLZXB/MT9Wos0s0qhZFibk7FdC4WJIrNnUpGCLdjBeivN4dmZZNIvlA0LQ7s6NyhzS8iXYHQy8PXuGe+Ey5yz/ElJ9UoC3gkfRMcH16dWzDl1jFsgCvt9ZmcdxKNE6qz4UwwKrQCWKy0qWeFjWcJpcnbtJrk9UTtlFSZO/Z7Vpyze7+7jTepIo58VFAEo7LcKmhyH2DCoXxiJ3d6uw263lYw0PrswO2Xjeoq3ctRsGugPnwmmvRirfJM6JEpNH1iyuLVgu1y/OmN3U+NqXJ1Eax2xj2JmYJIUkuLaXCAr7UVKBuF5e7lIVDqLlnMgFHZa63On7lf+aq0TNkdK8GjK+ckry0uWMS3uUSiGXBp8znhXtAkG7EcD4gr4/cjJj0cO/78j/sX1n+bvefsHXE0rtt3ATW/Xk3eJzk+chh3f7KwvpXHRvEmGbHCXh0SBoJw+uGHVjnQ+MibH9aEjJcE72E0tH/WnJHUcUsNb60t+8sY1h0dntJfeHNedAen20sw9Dw8tTrK5UbrzUr2+fe2p6ieni+DRElU2Kf6gpuZJWUKP0F4J7/3OE96fnhJuhOHtkWYzMB5H4sbOhztYkUTFMeVe67kKYse39j+nlBnrBciOyYoYS7m+WgFavIO2vQWmpSizZMFMy0La7YRbsVz34w/FiOpuG9b9nIx//n/9D/NW/1e+6N24H/fjD8X4YqOxMpNZ2dU8ZMGelgW9aGZmxUBLcd6WdKdvOsdldedw9GFk2Dr2Dx3qzMk5dlCl0SkDoU6Ja6nmS58wNFuOLC2vP09w9MOG/fffoD0ygPrgu9H6VvNi1WK45kXN9Ve8uYWqSYZjB7t3Ehddwh0cq+ct2w+Vkx/3dD++YrUKDEfH9I+o/dK3ZO8smAfhNuBImDNvNEYoNcrhTFid2zFPq0WNosg/XZbDF2CcP4gZSVElihITGnw9FiUr2Q/kvkg7Tm600zatDPgZq7nY+SVgyvJyyBFXLegBc1BtGmSM+N6O2bRylR0quM9kf7mXbYL2JtFcpyyXFK7e8YxH9obhdeDw+pTp0Wh907WlwD77YWp42Nxwuj7wKpnJjotUF/JlhnhcJ+KbI5cfd8Y8uXKZ2cFJKvR9w6VTjlY94lL1kmkuHO2FEDvH/qsThzcS8TgDht7Z8Tke0TNlfLmGZzOjuzQuAiself1CrX0gtrB+rhlo5dzqFQynSnw6oFEIzxs2HwnDmct96LYwq++Rz22R3he1gl1rcyFDprm3c+7VVDRSQTaT/aHmBaAGZ2zfXeZZ87VbruvcYpH8ndf9go6/dv11LnaRzbYHLrnSHQ44dp5NljCXDOYxZ1KPxwbyxlNFRkc8bxHNfbrTEkDnNb3TGURW17k810ZB4zwPgL1G8utWMtyKn/q0kUg8n06QGwPTqQGCWjuEkk2WFYfSSqQRaMTd6nf2CAlhzJ+zj8GI386cpP0dxsahlan+acMjeBIqdo2nwtIXFr5cc+Vay0xnKd7FZu6Frv26GCstk+XQq3eEQ2BaM5s2ZrCXGg/OTAJlkqreLIkJJflgbhFibqtx+YTk/RPnIJts6bqjf7wmroTu9YjvE+31DK7K67V+Jiuu0ASYosVs7Qe6F8LpDwMfvXXGr7df5agZrL6gppKJydHHwC7ajp/6G4JL+IPQ7O15urgIIArBpxqfNSXbh5SEpMJubPnhzSM+PJySsJ+tmomrNyLnnUcmYfVCOH4XEGHMKq4SZ+YmZwX0Iq12vgJOLSZrTiwfOn92t5/oxgRsGLeuznnhoMj7QnPlKrN+2TakdyI0yfwIRElTyL3g5OKLAd+7UVYigrrFfeL9bEJhN2GNyLqVMe09jNO8Te9vb7sajuVzGRcg/X7cj9/n+AyrjvtxP+7HnfHFGpBFW9jLYsFwNx6rsFeQ13SBW0yKFpm3QJEN6oOBiz8SkCkQ9hY/NZtSGRiyvs8sa87PV/8AsjHpYic/5fvCHCRBQ2I4U578h4lpLVx9zXE4+Mo4uFHxB5MlS1LCXtl8lNh+AJtnPbF1PPidxHAauHrH4rL6h8rhqXL+nY71xytOfmwAUnJfOCzYeFlI6kwhlmXeWiNPwo3gh8z2qS1opxW01wk95I8UCitoxzCuDDiFgy2gYlJjRIv7czSWI3Ymk5TsTLvscy7mZb6CcKmGZBK1utne7QMsx1jUQFxqYNp62u2a1HortKixH+0N2dXVAGxsZI7+yddU9/KA2w30bx4xngRSgO4VNJdCe6FcfrshftWoo5h7/fDKxX7Fu/sH7MeGYfDI6KwIILf3NwXY/sQj6tm9leX8O8e0kcoSA7TtxPWHR8T3z0gPE+Ig7ITVCyUcEvtHjn7vDHDktgMNud8wOnwzMW1MjVBYKdsHqYy+AV7zByjnI7WWrV379wXCHnbfHPln/57/Df/a6z/F/+3f+lO234e5F9DycWclgfnmSF7oC+IUlewAnrQWEZZjaS6IzDFChuZ0jhZaAOkifS0mZ1X1gF0P8UvS7vWbr9/kR80RLx9t+frqJRvXc+wPfL15zi+FHaPCRWqIeH4yPcSJ0j9IuOx0TTKQQTKDpnoplsQEz5yeALeLiCkz0mUkqfdvGV70EyZfJcu5sNOjRl5Mx4SbbEwlVpyrEn5vbt5HTc9GelYidZteTOrtMFlxzGzy+X6NJFh3I2d+R4OSyLmoKqzcSCvJsqo/4/juUoe/8Rm8Ytd6bqVB7Jo393mFElsnVriaVlZ0cuW1Phcbp5wlLYI7TIRdIKzdHH3VmdO2Bld9CFz2fyhtGW6iMtmFIS8GfkVNZEVPmftnvUPalni8oj/1liN/7Qg3E+3lSGyc3ZsVxOU2nXGqjLVJqsyETMZAexFZPWt4/uQIzkxOX1y8wdjkD/ozvCTe78/40esHtOdCexktpaAUcJJ9naIpB1KR5OcWgphv6ENseLY7pvGRbTPY67cjctqTkmM8rM1U8hBpPLSXBqbDLgPgAiKdN2Y3y+mrtLr0FduFivQD7iayGiPNSUdcByvMDonuFUyvfS3wjUeBq7Ngz6vJIaPQvTRvE2PGJ6Qf0buZ0YVt9t7cvJtAdeguYH8Jfkt8Vv6+FAIUxbUy+4Yk/cRca9fnl6PQeD/ux/24Hz9P4wsG0xkwhexHk92D58gWW0wXafItptgxP3iq9M2+19Hh9y67OSvhheURFzmxi+APCd8nXG9mSN0m0D/oGB7O+1BBnszvbUx4eT8DnuM7Ax/5lvXzDORO58JAMbOxrGUyW2i/b3aBcBNJXlh93LN5f09qPXHl2T1p2D0106xXfyQbyaA1F9uk5jIzF7l31/SQmjOQoXtfePwbI83NlPvvhOEsmFM2VPMxSc4Y1hbiSrIbec6DzozSsg8agRiM7bf+VpMjmlsvtyTfxWhrlokaoJ5daZeMJ5VFvuXuvFwklHORX0tm2uZ+27LAzVnTnUf2wrT2phQYrK8vngjjsVSWX4Ky/0oEhWY9IqK0LvKNs5e8XG35cXKo21SX6+JGnhrl8Ib1TU8btZ7Qeq2aJF6Arz18zQ9GT/heYL9OyCaizzor8CSTrbevHXGjRPV5EZ2P/yBMW0EaGNdCe631+rRi0MzOpZyT6rMjrhvs/IURmis1Vn8rMDj+4vv/IH/9t36Jk2d2zNxIdaB3Wf7vBjv3LisUS9xb8saaqwpljZ2Cu92zXxlNauSVVMbPtmM509SFq10zd5UXUs3s4iIb/hd5vL7a8EofcHXo+I3N2xy3PUeh56ub1/zK6iNexS3v9w8Aiyg6TIG0SeiQ79GijClMa8GDRWHtdTZ9zPdQpa4jC5QNdxv6itR61Nu/+KSzd+IqrmohRyUX1aI1xYtXQoicNAe2rsdhhmO3mGmR6lh+0IZhsnsj+JRzrmFU+92oniN/4NhJNUODGeSXfTxo5MPhlOZK8H1EfSD5nNMuasWDJah1pUjlmVauqqlcnLPtqxnYcmgGwuXS9rkFohQvF4Xkavio8/tWlRZzS04B78s5EoDgSV2YgTbgxmjK/eDm9+fO/bXMns4MqTaeaetIrZZAAYJLxBBJKniXmNTxk90DfuviKe+9PCO+u+Hsldainot28UkEt3fc7Dq23WDbUWOfrcXY0fjI0/UV+6mh8xObMKAqqApNa1KlqVmZ8qhz1paVrDBenwOlKLdka+tnnHuVS0FBpoju9rgpIinh9g2SivzdA50pnMbE5iPH4VFAPTTXQtjB6oWyOo80V5H21f72+0muhubvrS0s75eTucdZFeJkyoLyN9mMTGOaJduazLisCVRjs7vX2j2Q/rkZ4Ze+yq+s/r+f2/b6P/oOxzL97i+8H/fjfnwh44vtmc7SZHUm1S3unwW8qSdL6HImcOkHBorc2x48dx4iWfIV9onUiPXUlQUl1Oxc244gKZG6zOaRX+dNVFoWl0tgfcsPLZl50/R45GYV8Ie8wNF5YQRWmU+9fa7+cUTbhJsajt91DFshNS1utAzq1auRkx/uOP2dyHi64tmf6ti9neoiCwWCzFmtebVc3a2dGqB2OZqqEYZjM7VqL0fWHw8Mp42xjZqNvLLcLHbWr7tkrHyvNdNTfTZTGxI0DjfMucezFJRbLGg5XZXVqnJFbpn9QL4evCx62Gzh54eEDGPu9TWQ3+wX/dZlzZEXtn4wUNifOponHZshIlEJe3tNd6GszpVxLRzeyIv8NhIVZBdIydGPgd988ZQ2RPoxmEmYMOdA53Pse2E4S0ynkfa5J3UwnU4zoHZCnBwvd1vefHjJe3/CsznqEYH9Gw1h52ivTFbVvYZxFDbvC2Fn5nlxlRfHkmWHRY2RchEjgmNWX1i2sLnUh/2iBz7ILQl4c+n5m//BNzn7ibFqKtCMMB4L44kZ8kjph17cP+qlxraVc6/O5cKCq67uZRTQINg9u4Rfs8mTuR/TfAqXWIsqmTX/kqgYh31DkxrOhyOuNitWqxHnEn+TN/l32m9b68BoJ7QNkV3fQEhocpW1koG5yAhwZ6q0eW12sq5AOrFQv9hr1du84kNiGwa2PyXLeTmcWC60TELslLjG4v0Wk6gAazfQLHt97owCrnepY5w86mHdjDQy4YER8ChTzpr+NMO2hOIQoiZeJfjJ/mEtjNVigrN5v6h7IIPWxqOtI64kRx1SQWP9HFrUGW42bSw1o8Qtn4H5BNz5Xsp2Fx4ULNo4FtF4umAwmaKx01PCD8a0u0mRYYLG1xYMK7jOyQc4Z4Ct7K9zti0Rdo8d/dOJp8c7Y4rV4V2yHm5Mqh3VsRsbnFPGpvg3mPRZJpuXZIS2hz6s+WD0hHaibaO9Za5IxhwNddz2TMlxPXYchgbtPQfXGqBv4OapRx474lrq81omob0UmuvGFjQLdrgywCkz+G2DhkV/8zQZSA0eN04GsNuGtGlJrauF2dArqxdWRGkv8/yfivJsqmoExOUYLGXOj8690aXi6D3VHE3LQ7u8RmYn8GxaVvc/Rvu/APEy7vukf+7Gs3/oK/w3Tv/1z2173//HA99ojj6XbfnHj/ilzcvPZVv3437cDxtfKJhOjdYopLpYF8wkalRTGeZFnUOzi+oSdeWvhV0pPwdiN5svqQguy17V29fYgaj1SfUPGy6+Gegfp5nBUWbGBqX0WZeFTP2dKHLwhCtzBB1PowHZAnSVLJnEcqHH3AMbhcNjY4TDjRULxiNhPPLcPPX4QWmvlOYmm9v4fCwyY6SiJpfMTLk6nd3HASYhHI/82n/uh2z/sYGrseMQG/7mD97h+G+2dK+znDApXUrZsTYDsd722zmpudml7zllIJVa61cOh2hsx0rq4qKcz8lbv+64zsA3fwY/ac2edvk9y8IxNcaOVyfqLCuWSdHgmbYhszK2j6vXc7U2eVcZdz8a4E4ehq2jOetwYyLslOHErhk3KK6x60NEcT6xPhu4nrbEvcdtlKvrNdNVgxw8vrdoITdm5ijvA2AmNUfKeKJzISFmKi4kSMKr19vqGh6jo2ki6WRi2rQ011YTaW7MsXv1OuGHxO6NwLQ2U5/2yrbth3KMC5DWamxvqgvrA22y/BFMKj1u7TVhhM2LiETPzdcS00poBztnYW+L4P5xwh8cbswL+dzbKsnOpx8cfp8oBnilhcBUBjOwL2x0BWRGcc3O4DmDmtwTWozRakGm3H5Ra/Tbl2b0Dh8dMQoxCjd9XoCPjkuAHOsmAuITmsSuObCT6RVVB72rLRPWNoApWeBWkVDjomhYflxaP8o2Q8KHxCqMWZb92VE8SZXLaY0o9GfC4e2Rs6dXTMlxc7WCJDhRjkLP6g6YjqpL9X8d0+TQoDxc7VhltiYBNzln0AD27T9M+cLx4oia2KXAi8M2q3Esn96us8U15qwgNx55mssMzia7/wqg9qPlRbvR5N2SUgXSkubEBjeoRWzpwlRP5kJTea7ERube6MX/5VxVufjiHgMyMIz4m4H2asW0dpb/XoqM+T4tLRm3TasW3ycgJeQwWaGBfN+LkpKx2kuptsPM6I7WPYejjmnTWqb2TcIfrOjR3IDfK6tXwrhdMZwpN2+PrI57Sg/+YQq87jckFS76FcMUGPqAu/akUaBNuFY5PLZCQFwrKViMmZuswDdtbl+Lxb1bCvj0Dl11aGvLHu1aJG4MiC4iw3TVMJy2TNuyPce4cfhDTlKIlrRxeAjDccP6lefoXaG5Wbgol0L/8vulcditLOnFtZoBOS7lyKxUX6O5L7oakd3N0r4H1H8ox1+9+eYcnfb7HP+t9/5emt9+j59eloTLf+Db/I+f/uXP5f3ux/24Hza+WGZaZnBbgGJZLICBasjPjPp/WXl89qbdJPZAH23xn4KBINRAmh+sUu/GxPjYepXTOlXwfvu9llXg8gbG1MjoOP6+5+RHkXEj9KcBF5XxSMxcbKXETkkrnRljARkdqVFuvqL4veAPcxZzyXzeP3Zcv+PoH2rtnyty78rQZ3aUxXEzV3Lb1f/U2Q/5c0e/yau44WU84l+Qv4u/8fKb+IMxnyImzfaDsQpTNo6xHm1bBEruey5u33FlRQg3ZBCeZobY91RQXNezZb1Wc6GphZNyiMvPl47ibrJ+uGkrHB4FXDylf9gwrWZw2NzYorHWUnw5ZVJlmCnAtHG4Xmky26vOgP/qPNFcNUw+0bYTXz075/Wq5+OPz5gmz3TZsvlxoL207RYgW/r1JbNO3Wuhe9XQXiqHR8LNpuieMYAT1IiK7NZaMlbdKjKeKmEvTBlQtpdmQDStfY33cpMd02oWt7wkSySPluM3/973VsSIrV3T3VUyVvom0V04rtrsZBvJBnK5qvW4Z7he0b2ygoTtutgC1tuiv6owMkum5HN31yCs3udSz3u9bpNSjZ7ysayRP5nts8UycwzRl2S43lkLr8ectZOdQ4u7w/5Nnh9zn0RRemhmWYtyJXpIZ5P1uV8H3D6DsdI+U/9WqmLo0w624ZMCTNOnSqmXUu+DJi7GFckrh8fw7W99xN/56Ef8Rxfv8Ju7t4ijI6rQSKQhZWOw+fpJpGqyBhaNlaK9Z+un6todEQ7a4lC2bvgEY+5uycYdD/3IUdNn8yidr71ByhujzgwihyPHWgTXR4K3NIbUWuuJRfilajzGknlWnZU0+Vkzy6nzfFoNNufzFtsMfJfKpgKKc591bJTYOWNZMzOpKcEwEq5HZDLHbu08aeWJ3W2Zd71wiqu3N0a1AG0ZJ44+mrj5sOH1gw1dlvUrkFRqNFbrJw6xYT82iJ+LDO1VYvXK3nN1ngg3xtzGlXD1dmA88aRtuX6FMTquxo4xeq4OHTFaBrgvSukmoa0ZaKaQM9QFGKwIVOaHGrlXMpxrDrdD1x3T2YbxtDUVzirgdx0yJVIXzORySkxHLcOJrwUL9TYHttfK6lVEPeyfBg5vJIYHwnjiaK5bmg/ma8xM3gq49bf7m1OcTcLcvM82Ny6k3mBKgXECZ1Fa4l3+Xf59jCYRzwoDTWn+3f34QzH+r//8382bn5Nr9q9//BXeeP7d3/d2rtOBsLu/ju7H/fhZxxfs5q1zH1he1C0zcpeslpnB6LxAhCwXXi5epP573Cr7NxzrFymDWofL7oQmGwY3ecI+ERuZHz+VBZC8uCmVZGYn3PI6UWRwNJfK6nlP1zi6y0B7ORqT6qw3blp5xiPHuLGMyv0bSnsl+D3s3srmNyH32or13vqDvdG0VuJm8RkXveOSD5CbJEe8lGNnDH563fEX/t9/jr8gf85YrNHRPvc8+luwfj5mWW6Ohsny7ri24xr2xgb6wQCkxKwMaLBFUSv4IPiDLQpcNCDdXidiJ4y5l91M2JhZ+sVxno3mdCHtlnpdNHtl+3Fi/9CMYGJjC0dz6jaQFVf22V2fbhuZuQzKct9wkfm3V6kuknZvmLP3cKoEp8To2E8NqzAhPhEX7F1h7iWSHWRnpl2d5Yw3V3D0/kSz8/QPPdNpnBlZJce6Ku12oA2RMXo0CtNx4motaJfwN47jH7q60JaUs6glR4utqc6+VTqt8+eTZKZxWq6FpDl2iur4Xg33BgVnrt6rl8zSUYXt0YGrxw3hJhD23JbRpzvss5NbC88lKVik8FCKPbNrfpXJ5vus9IDe7Zeul36cc7m/DMONAiGzpRNIzr8tahSbI62gV1jEIuPXpJDnBYC0jZw9ujYJ7S7LBYsvRbpzTPMUW+beZfQgojinrP3IVoaaBR01MRFxuGr6FTVxpcLlsDKlymnkzzz8MX96+0M+7k/4TXnTNplf30qikfmR5DNbmEgkVXqFj8dTYu9xDrZhwN8BDiFf3Ol3YXpWIgSXTHUzLXaizK35n6lVhmMhrTzhasANtn03GUMqU7KfJTUwJjqzTMXlPreqkLRGZyXNEuFBiZOlJyxl3dV8bPl9LULZDk4rIXWl8mxgSmKyyMLe9i21geE0EFuXY5/yNmO67Z7vXG67SQb0YqR72bN61nD+1Y7D0d7mxXJcVGj9xNvrCxqJtG7i/HoNdLghEa4HjlNnz5D9lOd4h6RAs1P83jGNHnGKcykDanOk96LgE75NpE6hTYhTGISwk9wCZj33bhD8kGXlZZIdJ9Rl52uX5dEE0qbl8LTjcGYeJN2lY/0cXB8Zjxri2iOTEtfO+uKzMkG9RTi63tqNAPx+vj6WBom3znthu2v0VQG8ctu5exmnFXMU1pJldmZYZuZl7pa79/L96rhnqP9Qjc9I8fvCxj9z/ms8+hd+/b4scz/ux884fg6Y6cxMlQeQArnXKjk1x1m4A8QWqHZJ0WVpI0A8mdhpIOyE5tqAYTWK8cJ4lA1dstGTgaUsaSwLqjt90pINVYoRMSqkVeL8jzrUr+kulPNfcagPhJ0tonxv7Krvle4ysX6lbD+UDGaVy4sV7VWyavcjx+GhMJwp45N4m8XLbNSy97sek8LqB/uBgT57ffPac/wjUO85PDRmb/em9er6HtoLM2lLIfeSZzMsW+gtWPxEjWBKYWYLS8+sm+wz+kMiNd5Y5b2xwHCbZamnTXJ+tRdik71jxhlkm5zYJMnt+Ui42BN2HeN2Y1nIvRL2KbNDkbDPrFGA6G2BWsBaCrkv2MO4AXWO6Qiuf3mkObKcLlWhdZGvHb3m+dUR4+j59i9/yPfCU9KPWgOZH8ymeOT4oCKPR2A48TQ3idXzwM3RQiKLMYkJW2QNk6c/tGjv7cCcTKyOBg6skSj4QQl5ET5ucgSMmHGYXbfUHvYirS+mSH5QpuKCn+8tidb3Jzozv+XWmU4jKQT7uRgY3+86y4ydDGz4cZanSrLrwMyU5sVkMSYrC/7i1l6Z5nogFteCzP8XlvsTQ+fttFeJJnw5HvFiNgb2fcYJNveYEaGZEYqZZRVjKmdFOVGxdsxpjlgaJs84+hqRlZbHHWox5tYck1UvlhSe5xdRtt56nC0Eyhb15rx9mwEe1SKUVEBWkbfaC46dIRFNgniLinscrujEtuEX4GDUyKiJEWVQx4vxCAaTeW/9YDFYYO+TGqbkM2P+aRfSPA6qnPdrwj5nNRcjw/IlF6wQGI9hOAmEy96Aqojdy2F20Qesr7ohty0kA6hB5uJQ+VhRcTrR3Ji/wLTxaLDzYYBW53tp4fJdPCYk35OQn5vBQ/CzeVZx1c9sZ2wdsYW7PgaSyueWudqX47IkJtz1wPpl4uI6EJMVCpzo/NhR4TTsOfV7XgxWoLGWoIQ7jLQvZ5l5WgembWA8MiAbdsJhF3CbCfE290Lug/cRJ8oL4PKygcGRJsfq3LF+bs+qsMvxh6P5Y4Sd0lxF6/e2i8tA6xRB7SrFOYatszYfheZGkCHh9iO+M+NP0fl8mqLJerMtNkvYPW1xvRWdfZ+3c4Ux7yVdISWLK6s3Qo7C8gvjM7gNqKvL+KIvOiUrkJR88Jiy5F5uS8OXcVp2Fj7z2r8f9+N3G2MK6DR+0btxP+7HH5rxxYLpHLeCZAn0ElAvZN+URUQyZ+TaI73oY77VIpeE7qOG0+8rq9cmy1q/youMvNgvsrAUzFW6u3Cc/4pjPIu2X4n5q9Pa9yy5ObVKqicxBkkMxHQvYTqC2MD4SEltKRZA2DtWz4TmWlHXsn3/QLNLuFFZv7vj5DcHEKF/esT1V1r2j4X+oTId5UVsusuMY32RxQRK5s8vEdI64r6944ojjn8Mca1oANfbMXd9fl1m+1wEDlrZzeYmmflYZoP9gmFuLzIDlHuUjTmG1HhjVKPihywLTlrZ7bKvt1ye3fx5zBnc9iUFODx0hD10rwZbpOp8/uAO6zMlWwCtheZGid1sFjRMri6OjelRM9g6OHRrBmGqwk9ePeDVfkOMDlX4+tErTr+z5zeO32a4blm/aAh7k4PKZD3UfoDm2iLQEMv5TU3+fHdwXxod6SYwpo5w4XFZ/q/J9kGmHDuVpaHhYBL2OJaFe2lXyNfEVHrL1VyY7GRk87bMAKuas24kx/doNXpTn2hOe8bjwOqlHfNwo6SPV+g6MR4r7YW9Z2ztfLsi+W/kdl74YpRs9bsGTaVIVQGIcHthWADk4p42t+8co4fW4sEv/Mg1w/m+BlOiUAFxOU4KtwoTkOcqyfdcFHbna5gEF0v/bPm7ZXGSuai4LHSUf2v2F5DEqJ5d6ul8gxf3qTFUB/Vc7FdIEnwb2bg+G4W5mXmFaj6WSHg8DkdaOM1FVRKOUX2+/7Wy0PV94ppRHcduTyfNcjc+4TIeFa6HrmaplhYTdWqMfrkGk133hzPP6lkwMB3uPnAyU5qVSDKpJVNkwOpGm5+MmdV6Ll0fLTJs9MwJFuR2CnuZi2RvhMX5yb3afsjxeAuH6mJYNa0DMqQ6j0yrbAzofwrQUrWM6Zhm0DeMrF5PdK9bdn3Dth1weeIufdMX05rX44bfOX+D/tWa9QGmbcD1DTJa/7g2nvG44frthv3TnBQR7DjP50MYk6MDts3AJgwcpsDVdIK/cdn40uZZFyHsqC097Y3S3ETC1ZBZaKhGYBrnIsFk0vDUkOMqE34/Wq/7kPCHmG8Fh+/suLoRhlPon06Ek4E+Cvq6JewcsS3GjDIXDO/2Py++ajBQLTHLuO8CaVW0mI75O3dTBtbqvTHUQDENrdsQgbaB+MUu6770Q4SXf/vPId18P+7H/fhPbHyx0ViQGRWZQVVZJ+tt4Kp3V2q3GOlP/nw6SoxbYf1cOZwFhuOZIXBxru77wdjNcJPYvdkwnUpdXNY+XIWSP1pAtq3zFNc7Nh+KyXtvJmNJD7aImDaeaW2mWOOmmGYpV9+AV2eJB399TVwJ119LhN1x7rtVth9NnPxgz+n3lOmo4fW3W66+oWijs5L9FlNvrHR14M6rZOkdw65FzyKHa6Mzkwda+31qlIMIq5dK2NnxcGUBrRD2ieZyRBvHuA2ZgZ0BsR8SGnxlkqe1zEZpOjPMkGXBRcabT5PcAU1L5lOSgdThGIbjYtKjHJ50xFUuLDhuM0oFaG7mhRZisuz+TEjB0ezts8bODN/cwTHtAm4VEaf0+8aMb5ySovDvvvsNjtY9q24kTp5x27J6FVk9z2xcnIGlOmU4cfSPYDxOFCl+PQ5ZzWBsdilCmFQxOc/U2GKvfwTTkYENN9r7LIsH3etSeLLF9BKYasgS+EEYNw7JeeHJ289VHK6ZQa5MFj1TjqlFtsHmfcf1r06M3xwZrteEHYxb6yF1oxgbcxDrqVfLizWmSyo2k8q0zddUdUG+62pMve0s9kbvgOYM/lMQ0l1Z8i/qyPdiUeuUhXq9dmSe+pZsap1CMwCWDL6ZfKY/matZ+Zosc8qy+FE2bOohvTXPrv3Ixo108tMfIVETN9pyvesIA0gTswO4GFudz6MTJeLo1WKxljDYYdnEhXPbx9YKTl3iNOxNEoz1TF/FFVPyn+kKXsZOPfsx4IqZl8+tNh5Lf4gCWTSCM4f7uA64q6E+r8pQnwGS2v1l8YR2DcuYcCI1yooRSt7z8l5ZzpVSDMJgNuHLRZWlq/4nngOqMBg4TKE1X4v9VO+1OU3B5OC3wJ6IPeO8GjAXQaZIc96zetZyfrli2u4tEq08Y9XzatiQ1HEYgxUeOhiPHP7QEG5GVJW4Mqn5/olw80sTsp3QXQCvC0LW0hMKWF95qwzKKISDEFc2z04rqZF9sZuLwBIdzdoynDVGRE06nrO30OyerS5HOUbNCQaCdnbF+TFZITOz0+GQzTBVoIus1gN9H+w2Cko6nWi2A4f9Nhesln1GOrPL1ZBO53aJerKlZlAzTtRcbB3MaOxWkcTN/wZ7gC6dvZcO7ffjCxviPf/9f+jf+Ny2F77+Nf65/8z/6nPb3v24H/fj8x8/FyXMuq7LrGRdFOr8giV2rgBMAHfn4ZSBb/jqDRdPAimYlG88WchQyxpiMqlW2OUH9OrOtrmz0HELOWAGrKlVbt6BsPdsnsPNE3MwdQM5P1izIYuxjM1VJK46LjeOw2PLq2wvHcNpYnhz5KaLvBg8suvonnuO3jVXb9/D2OVFUd25+f9i3KY5X9ofhPUz0wH3D3NUyig1SxUx1jyuhObasXkekUhlc2NrzuKWxx3xPqLBmzrAwbR1tRe3GE6FgxIb671Oi8JIbM3V23qAF6fKYb3wQjYLY5aZgrElKUc7NWbEkoIwbcw8rQCsEl/ixsTqPJFalyWYWuXuGqB/KOxaAWfMhhtg/bFwiA3TE/ArM2iyt7a/6/cN0+jxIVnGcmv72V7pzD6TgeaR7evhrdEWins/n6MoaN4X2URCN8FjcMkRLxv8tSc2HrxyeBJr+4MkQQap0WTNtQHZct9IZoBVIB55bp54i+9pYJeN5UJh6RtbKPoDdBepsl9dM3GZ1Q+lF707h+veEbYD45E546fOijGpS0wbR3dhLRRF8VFiruo9XfavSE/v3qeL62DJ6JiMXWb5ukjt7U8epo4vz5AFa1pMfJdxgHdBcDIAoU5rAbD4KJQi1ycLlvN2ynbr/FuZaupELcDKjRzLRCebn7rrE5HzeEScPI2C84lVbu6+njprcWgSXZhqxnQqZmOSMpC2fShu3PvYIKOga+XU72lQi8ZSz5Tc3DNNgk/lym1EhH5s2EYz00uBDILV7lOtjxI0GqiKK/PHkMkkQj5Zgc6k3AJpNhmTDKw0uGqcV+4DcY4UHKn1DCeBKRdaJedM13kQK/YWLwP1UtUmS/OyZU60jiP+uicct7gp4Q6TqYtypFZR5VRwJrP8WKF+Xz6D241sXiQubsItefcYPb0ErsVuRid2/CSnCbg+UvwtYucYN8K0VdzRyOaoZx9aixpkfs6P0TPuPbu+Zdo49kODG039YxcxHB6VwofNxWCFjnDj8UND2+ZJeRjBW++3qiIhQTZnRGbfiLQK9VzJpBCoc2XYW5SiPwjuvOH64HF7R3MjpA78KrJdD1ytNjnaU41xvmtBH3Ns1piLqKWnuTh3Lw/CUsJdGOrF76pJHEDr5r7w5ficnKHvx8/H0CbwJ9pLYPv5bPCffP75bOd+3I/7UccXC6aVW0B6yV7VsQDN+mnAmfnv5p8LYx/wIXH1rUT30s39o+72e0qCuBb6lZl9le3YwrWsqFi4FucXOFuI+oOwei6sX0RWzwfQlmltfbsF+CVv+b4SHc2NrYC6l66CvO4VhBtHXLVMa0WPErqN9N8a6d9o6J57MwoqsS2Fkb3LTIixzQDNpePhb400FwPjSVOZkdSIGa45SI1jODZgGnYJNyREPePaZMKxhWnrcUPEj4k0OtyolWU291Sq2ylqgFqdAerSr5savc2yldPkqNu4dT5Z9NkqTFu4/FrHw6uNLS7FALzeYtdApkR7MRHbhuHYtu+TohO1SJIeCFOrOUrFCgppExE/a+gLoLZCv0VmeZ8Qr0wbZf/QZdM4WyS7Qa0vfiDHpzRcfSOirRoQTtZjibNFnWuSscHRMR4CBCVurb0AAW0TsjIGSAeHDH42lSvyz9HMcHwfkUlrAWFaW0Z0bBVtwL0SVudKfwr92oz2JAOIaS3oKnKy6nl9OhG7YMZKooS94vau3gvqtDoMgxWRptXt4lQ5F9WRe3E+ZbnAu2swVnJvVbMiYXFey98uqmklc/cXfdRoJK85mxkDlo1UCb1i7sxVIrx4XWWh87bEYRnSFTDP7Sq1Pud1Vn2X/5fzjCjeJXPfllk+HRdRP+VnB514d3xE2lnPdBcmHImojinNMm+HWpxV3ocRs5Z3Yt4ZPrfzRHJmtYI0ySTjYh8pZrnr2o+0nxkMM49h8Jxkt3sN9hklA567DH1RnxAVR0TVkXAzXtcZRMlkzK96hzaO1Lla9JLKMNs8OS3zkhO3n31lSH6GLDCTLtnxAqYLm73vaS47yz6eIv4QcZOvhZnSFkNxT1wO5+r2TLpuCiS/8xzGQOOsrBFVmNQx5QtIxPr4myulvRjxO2PwdRWIK0slGI8S7WrCiZmO1RNuH5EYHdPkmLxy7RM3+w5/EJrL3GbSWf96aZ0qI3VA6XUoRYwYYZoMgGZZtNuPdJeJ2FrMlTpIK28O7ll2nfysJmuvEu2N0r0SJDrUOcLOZOKHN5TpOnDeH7G6dHOrDVi/dGb37fTk8vdUGt3LxGatAXU+9B5xGRynNPdUi8ViSS4M4L25ei9HBfLMTPX9+Lkf/4frU97+Nz/8GWeszx5RE68/OuGN3+V1f9/T730O73Y/7sf9WI4vHkzHGeBK7pOG/KBrLVZKPfkhAVVuWBaLBVCV74sqqvek3sMqcXgy95ypt+9zPClxLdZDDLcWlPZ9ZigKmF+8prCNiElfp1U2bRmVdogWl6JaWVsDso7zbwUOT2ZgkoIwrcixRMaUu9HDa4+GHOu0zQ/pqWT5lv5vnXsnF4BfRuur3L0R8Kd5saPZYCz3GPsBmucjG5/Zyn20qJXFIk1FmNYOiQ3+kGiuJ0gwnDWkYH17xng4YiOMR1LPqZvyecUMu2KJJ8vOuaIgo5mIVZn/ws3WjaXX2iHZ7CyuAjLpHNlQTltmUUSN2ar51EGoWcyTZTh3F8q4Mab84o8kODNX8wKgjRhQxM3ZqsOuZbgMuNEWtP2Z1J7uFMBFoXupNNda+4hd74jt7OZNBtOIxWJ5n2WIUfCXJpVPXcIdHH4vxLUnrZOZkR1MPaFe7JiNmuN41AogY0RDU4sZcS1zVnfJio3mQFvk8ZZpbr+7GVrcZmJaN5ZRLUJ7k+heevonnpDZstSY8U/IjLu6bPKWjcbKWLpx3wLRmRWbjaEz4I7Ll2g1cyuScDMasnlA3JcoHqsUF0tdooBan5U6sdK2WeK/LFoJLIFZmb/I90Qp8NyRb5Mx7u3oNa2sLQLeKRs3fIL3TegtAzKAPjVmghZMAZFw7LSze2wdCU3k0eqGM7ertklJlSTGLKfFhbVLDS8PWyQKIfdfx1wkG9WzTy2tm1jJhPtdHm271DD1FmM4hQKC7VoW+zCUPO46v3qhGHtVw8xqLpYLQs7+hhEzz8zMrCRrvVieT5efF25aPPf8zDjPBoLcPkcLEC23GE1XmUwZDEgSfI0atP3LLuTJzMHEOdRlyfcShOX+2+lkxeHUo14Zo7H/JWN6jJ7JO56uTSrzvDlDkptl6rlg0J86bt5Ruq9d883HL3m533BzsyKNzoqYTmrSQQiJECIilq7Q9dDsSvHT1gSpseu3mu4BqBXwdBxnAy/IGdPO8pkvrjn6UYvvNxYVKFZQBnDZpTtllUIpOrhB6S5dVUytzpMVIYNJ2d0Aq5dqvfRlFDC9mPsqoK6vWd5gaQbUSas0XFXtPOWfKwbY62fKkvCaOz1NFpPFl2WC/MM/fjw8Jn7/R5/LtvY68Ef+l9d8Wj3u9zr+xtXbwPnnsKX7cT++HOOLjcbyi4VcBtI1Kif3SWvIC7lEjmghV5FlXvXVxYXM1eGDZ/XM40YYj81sy/dkyXBevBT/jjQzEzMTofPRyQs2W9iYU25xcY7rRPjGjo+fbpC0YdxKdQt1ucfY9xbJ1NwkYzQXub5mvsa8iM1yTnUGlMuxqIWGzEhL/uyFrbbjpRWEuNHeZ9rMsUWppfY0uwirFxaXMq6F4/cy4G7m14Mt7GwxCO7GslTLYkmSmVnRlv2ZDaokWryWm6ygMJ7Y/nAwkF5UAcZkA8jtKDRvn6+5SaTgaK+VcHmgebUDTtk/DhUYpsbhncCU6rbLNpKTmrV8eGgLydSai/n6Q89wcIRr4fDmRDgbPrEMOd4euHGK+1tGH9WopyXR6s1lezwSDo+V4fFkwGOSW9cUAhrFMlRTXsStouX+HrJ5UbTMavdMmDau5qOHnX1VT3VXN9dgxQ0RDQ43hfpefpCaq75/aCoINxqATY0B6elIYXRcXK3xPjFtYfVyvpXWz5XhYYeb7N6RCN251gKYOa/ne64UNhJzX6LaMShRPneZamPIqMZ06gRtXf4efJx7q2fjNT4Rh/SLOsRa6A1c3VGiaMhstTKbU8GtYzzrcudCjm23VqEo2dIWO7gA0cuKxS2MZUWm0pccNd0y97pr9AW276lVvChRHSs38J3jjxnf8azDyJ8+/TFP/HUF507kjjO4oxGHk8SQfAWeKzdWcvOgDX0MbH1PI+kToH45Ro08i8dw3eR5uABjZh+PLIm3NgU7likIqc0mZKU/NV/Xxa/A4rLUQGI+B7GxSa0h4iYrfoGHqIRD9gbIB34ZT1eLTlmiXZll8v2jtp8sAL2EgDaWmUzu1U6dqVbsQ2SgW+XPJVpL6jYKGzqdrrj49pqLX4b0eCC4RFQh5rlrip4heh52O06aA7Qp9zJ73GD9wqm1+MHx6cjf+5Uf8ZX1a/7Nm18lvTaNdtpEXE7gaHxEghJ8YtOMXIZYi7N3i63lfBWllh28xTXrigR6/qzs9viXV3RdYDhtZpWNFyRY8clNSrNTWOfz4GHqhP7MiirtdZZ/7+zYt5dKd6nmaCeSgfGiH9252wWPsu9ll3OvfTFO09LjHRNosh58AE1ICMZKL52/i09F+VlK8LnAqfvxh3J8ThL/7/+lP8KZ/nufy7bux/34MowvFky3mp2f8wIvL1pqv+WU+3ybufe1VuqZF4WVOQFbOGIy5wffTbhJ2b3hCHuluUnztnPVXMXAyXDkuPyG45B7am85+ywf4JnxKUYw4crhPjhmO4JoYvvxRHtlMrFpY5LqtCnxJDlqaIRwY+89HSnFrXy53cLM1x7Hu4ZrZbFXWKlSfHBKWpkkbnWeaC7NVWzcejPJyhV3izXKC/W8aXUm167tmFk6WiRssXNIY+y19XHaYqPIbn1PLQ6okD+rTe4F5BZ2uuxvlQpXtjKfxjBnWvs+M9WHEV6ds1o3xFWOYslgPQWHeGd54pPtS+zKsRQSWmNOxmNlzP3N00k0dqLRnBE7H+cUHSernr/rzR/z/wzfZnfd0fyko72YF99usmNozE/+Q69Im9Dk5+synzcRSJNjGDxx8qTrpq7J3cGZU+3eol7C3o7PtLVrprswUz07oDrnxqoSLg6sFNStmNa2QPYHaqHF3NTzPgYrHsXOANa4bxCfcEUiDJaz6qk9i5uPZzVFlWEzXydlEV6jZWS+z+a+Xs3yZCvCVLmpK/exXVcpM4VVxp+MiTK1AnT7L8liUan587WIV+YjByVloHLOSbhlMHZ3zrhT0KgtLwugZq/V+h61rUWxvn8VWm+scCPy6eB5MXapxR0ss3fbDHhJrGTkzxz9kO9sPuLE7flq85JjN+JFcCI0eLzILaY7oozqOUyh5muXERVGNfOq07BnI/Ez96vXkXfHR7i9mQZabFS+jjOgdqVAIWQX/Fy8cjbXAHneziZWjSM1ZirmpoSOkllgKiuspa82/1+UJW6aOf5STJznfcBJNfmbX2ftGOrForGGvG3noG1InZlxSbQCY73/FKrpVd/PplmZmV56GwxnLRffBv3mju1qRFWYokfysR8mzzB2fDc9wbsEo2M8FsYTjz/YAbVeYvtM+9jwk/1DXrw8pn3pmTZKXMcsWLH3DT6xChNHbU8IW5sPGpvLk7+tDpNITqaYe6ALKBURaEIGpnHuK54ibohIauqxdkr13ZCotOcTbvC18Hh4JFx/26RsKQTaC2U4zh4rzgqgm3JNqH4yGquMpZkYGThrslzs5T6C/bx89R6RAE1jgLr8PKm1GeSIMynqgk8xd7wff3Bj/Pv/BH9m/VeA9nPZnq4/n+38Xoa7v4bux/34PY0vOGfaZNy+l5yRPEs4C1B0Y1lYM4PIW+j2zjbzg3s8SVx9xXPyk4g/QH8q9KeecLAIo7LIL8Cgu4g0V+bEXIt7nzafZCanyFzVQXsF3XnKizJfq9vdZarRKCXWqb3yHF55usuJqXNcfMsxbXRe7NaSta18qzu2u/XjfHzmhUp1YhXQJtE/dJx/yxN2vvYZ22IhS8mj5UKvXk6MR57merJIk5iVZnlBV3qj3YAtJDP4viW1zYUJYK72B2E4geSN1a6sgsyfoR7DO+fQzHVmczNJll+Nd8jJMdNJN0vGITNfJpUet47Vq4nutXLxjc4MwwZ739TawtYfBL+H9ZUynjjk6YHWWy7prV0R5cPXJ3zw6pTpgw3tpcv54SaTV8nydW/7HHZ2LVw1gfGNT2Y0ilNck6y9LXrS6AiXnvbcFmTDAzuobjDGakLQrfXyt5dz5nPJ7NbCvIjAMNJ8dCBcrhg3D7h5xxG7XNDYz9eyLBgv1MzN1AuuU4ZTpT81EG0qBbsJmmtTVuzeMLMl/9KyyQv4vRVplwF3NTwqa/USX5Z/Z8A63TYmW3y7dEB3SUkkM6HT2cX3F36U+SCK9bIvgS0wpwqQWeVyfGdkXAqN6rXOF8UV2k0WXYefz9Uypq4OpaqCRJR1M3Ls99VhG7glx64/U+X1uMEfrHD1xvqalYwctOFlPMKTOPM7zlxPJ9AwA2mXq1ATkajKqImrtOZyt0Ki0K1GcwZXGBEOqbG4rZ9hRJRn4wlusDkmtpmZXxzbWrAtpyLmZ0Uu/miVhivaCLHzda6ucmoR8zJoyvNCSI03d2+hOta7cT72lmes8znOp/JWC9Sy+Nk6tMlnIhtdqRdSa2CQZEDcD4rrFwypCMSE9gPSNpbK4AWcFUslpdqXP0XHYd8SmkjbTLRZhu1yG8zriy1pEmSwOccKcQ6ZUo73A7nx/ODiEUkF7T1xpaSV+VCgcqtQ0IWJTRhofGTfYf3Wx0pcL9RaziYbP1LvgWWOdh3LokoxWpNZgRV28VaygKgiQ6LJjC9rx7SB9eMdIsquP2baOGs/a8zYERXSj/N5q3LtVHufNf+8PtpjmnulYzIgDTnKq5yjT+llBwPR5XdOTNZdmOnqyv4lmR9/TsezP9Xxd3SfHwD+7f/ulsf+czIfux/34378JzK+eDdvp+bKmSOEtJiwFDa2IDuvdWF4SzpLXujlh1jtjW6UwxOle+0qAEmNxTdNK6xqP1ElWGGHAYFRkMzwziuqJZ2T+5YzMxSPlKtvCNOHDt9b/3RZALnR8pr93sC1H5TVy5GwizSvD+CgvdqgXtg/9OzfEMYTc4nWRucFXnnI3l2vzgRg/XdllSTHh6yYjcvyx3GDxRo1V8rhrOXiO3D0ozUn704m624MsBQQbkA4M2AL8KNZVeAmKruzZCFTK8R1llkvigGyOKxy92MtAFh5bz9apTQer5CjFeNRYNyaqVx7U4otFv1UmNH2vdccdY84PDIma9yYw/V4ZFnb4SYzru87ptcbhocJeXKo0Syar7/+pmH1444nv5OQlNg/dOa+GwxUp5CZk7UyHgvdawPqYznm5bj7bD7mo2Hf6xb/qsH15H5wZXwwIZNj97ZnnzNYS1vA/g0Yjh3dueJfZWYjS9xdk7NHxwmG0Y7XSHVJv23+Zf+7AZorgRtP/xjccSS2yVj6zMb5g71uPIZ+7+x8drB74nCj9aA3u3T7mnDz+ywjsGRxXcikc9ZqjkurDL4stkFh0xTJbQU4k11+KYbafOQSViwrDaJZ9gr5+8IgC9anW+aB5XYWbt5VHrwAzUVKi3BLKVgl4eXfDhoXLQ5J0y2Zd8JkwF4cUROvUuLVuM1GT4mzZs9KRn4yPuTfO/8Wl+OKv/3sXZqj32YjF7cAfMmYjqqMRA6qXKYVfd/QKHQhspLRgLR6LtOaPoafKj9fjqTKLrY018YiL6+56mnoswQ+3e7Rd5O1nai4XCDV3KZgINLmukWec56gq79EZrbL9X/r3iznKoNgzbFdFUjnot2dx9Gdv89zdCm6xkTYmVw6HKK9fmleNU2z23QG0tZy5BC1ebK/bCwKaiOEMBscNCGyWQ0Mk+ewb+2ti3+CWh+xmxLrF57tuw0fh4ewMt389HDK0Vh5fsjtA94lvCSCJFbtyNU2MR6czdudEi7FFBK5CJu8HRdX5PjeQ9PMgNJJjphaPreswFF608t5JH92wFzZIZv92UdyTtHtxECYjeLCbMi5uMBuS89jBHEGotOdiogzgzQtjuIiliVd/1xzv3SsvdE6TZCSzflq3gK2LVdZ7/vxizPazScL8/9xh//Ot/nbNn/5c9ve/bgf98PGzwGYBsUAjnqxPNUMqIoR0TIWpgKUAlLywlAygi19bu0zi5Vav4iMW0d7WRY0txcgy0VUL4uFS+nJhlmGmvNWlbJfJr3sXjqO30vERgj7GbiX/rfxyEClROXwsGP/WFg/bzn94YAkWH14w/a3dqTjDbuvbbl6J7B/KgxnCYI96JfGYKXP8a5ssxYgnJnLrJ9r3p/bzFPoFX+wPxxOnOUcNwuJX2ZNJNpr3ZRlZEkqwC1SXDPQsZOhfma2JFkkk9TF/vy75dfYzv3Z1c02gy6YWd/YOtKjFaL2NwXEjsUB2zma65SPvUPGifV7V2g4YVrZ4qm49k4bzRJtYTqyQ9a+chyOA2471MOZkiN0kcPTif4jnxfJVjyYNvlAJSuYTFuT5B4eQdwoMroKcDQzf2kXSMHTrEdwSntux7B/I5G2kbAdma4ahjMhdckMkSb7fGmlDA+UsPd27rJUP2E9ikwNbhih5H4n8JPJ4EsLAZLZZmdA2R+MrR9OhGkIuN7V/nyLxzLWLK6MlUs97J9aQUIibD5wtD+iRnNViXcGbIXZKtcUgvXcj7EaN9W4p2UWLwvQR76/nRk1Tc3Pxj7+IowSF5dgXvgXT4kCfhc+EbicY+szcI5iYHAx51kWvWbX9vm9inKkgvLyf8HwouAV5yMrPxJxXKnwkIiv/c3zuUkoB/XcTMbQaKOchD2NTLyKR3zv/DEXN2uSCl9rX/Kmv2alESeRpEIjs/S5QIuruCaN9h6yQJRJheu4YkieI3/g2H1Sfr4E1yNKn0JuLyoFS+rXpQ1HmZNMpVMKVAlRZx83GQBL2R0fyYXZ4t2R51DfK34f5ximyoDLPDeS591kmcfFDGtZCK3KnkUh5FasUkqQWynKV38zmrdFdujW4KxXOmQwlp2s7fPas6NEepXTKq2ZJgaXKuhtXOJ0deC03bObWn7r8DZh5wkHU2TJGCEluhdw8iNPCoHDG450PBG2BhBijsfyPtGGSOcjwSU6P7FpRuImMR1k9geohXb7/CkXcWU/n8sqhS7HxHv7nOUz6jxHFQAtE5lFzsWTvC3fJ1Mb9Q2b7QEJCk6RwdXrwkWbZ7W4dRdH7iXTnHu3GfNrmjAXIQt4FmMTpLhCxGjgOve66zBAu2A8M7MNZOMxMpi+W3W/Hz+v419+909ywg/+wN7v2d/zBv/l49d/YO93P+7Hl2V84WBaXXaWdZjUOztrS4TFesoWM5mprnJFv6wAc6vPbNoqN28JEj3TxgBD9wpWF8mYnrzwLz29qRFczAu1qTDheZuRmT1bWtjmxefhjYQ/GKAuoLK7sFxpN2qVoQ0nnt0Tx3icJWTSsnsiSDpl+8EJ249GNh/s2byXGE9XXH695eYtx/AgWf90iWzRObqlAHv7R15Yj8YqzI7NZkble1tExE5wG/t3e5k4/Z4n7OMMftQKGX7UKoOPnTOpNWaoE5vb8TGF/Vc/n4vCXPYnftHTTXVSX4Lmes5zX1/Yl4xSMwyT6Fg/H5GkjFtX3cKXoNx1tvgbjzztG6e4mx7XJ3Q7x8L4XnCDFT0QOHxt4Dtf/5DvffgEhoXmXBRV2G57vvHOh/xH23fQXaB75jl6lyzhtN7s9lLZP4HpLIJT1g/37F+uQUv7AjSvAtv3Mng+axm/MhHXytFPwA+O/ZuQ1pOd2wmkuc1smynS7QJPkTWm1uLLaALq/S0TNxmoZnclrk2DgTPfQ3NtwIqQiEGZtsay+YMB+ebGXMpXLy1e5zIIup3QwfrTVUw1IELOydV6Xpeu3THL8F0f60IfZ79TSkFkLshIueeEW6zPtL4dEfQLPUoRcdlKWUFuRrouK1i8Qig9FgKjm+WvQl71z39Wc+ALqPOwNCkrkvLKTOffh5A4anq2rgeMOY4mws8xVi7vutBI4hDN5IsmcRr2ADwbTnh9tWE8BF4f1lzEDREhYqyxzyAj4AliUu9WIgdt0NGRvLJtBxqJRBUGHKN6XDZGaz6FkV5GeF0l5aPDCRb/Z9LkcowUMYxTCpP5GJU2nTkDOF+XAWOqXSlGKi4amDTX7EVrQ8zmY6U/2ZvTd+yoiivNCoySehAbqqGfnY/89p6soJJqNlYdoMfJcp4LoG1D7ucGf8i9uc4hbTMzmeNkwK20bJAI+0j3OrB7y9E8OLBZDXTNVCXe3iVO2z2/cvQMgO+untp8cRVx/ZSN1sANMUcv2j64VaRpJ1ISUlaSiSitj6zCyMob0B6jR3IxqDm3Z5pMNqeWol9RY2nJXy5Me3G4zn3JGpNd2smKB26y+d3YbYfLsna79nO7T7JMcX9Q0ugYhoDufDV39L3UZ2X1fwgBKYB3yRIXSXcB9MufAzUmK1JNyOzgOSq7nZwB7BAyGM9/c1fdUP72fvzcD/3fvgH6/c9lW//O4QzZ9Z/Ltu7H/bgfv7fxhYNpoFbZi4mTK7nAzIAJMqAuUsey0C4LwAx6C+AYTyLj4wTS0r228ZHH0wABAABJREFUhZBmMFFAY+25zUxqMTjKZeLFToh5/SzklMvM683XL9k9bQn7NWCu0S4K4caZ2+eVGYF1FwZkuwvoLifbfPL0D4XLb8HrX2vw+5bVCzh+P3L6g57Ns8CrXw3s3kq2qCsO0XdHYQN7x+pjx/ZDJbYmQSvMsgEf+zpuDJgcHngOj4X2wrP9aGaoZhY8s8teZzbRzTK7ApzCIaHOMRZAJGae1V5ZP/rNGHI+qNze35K/mhme+p4pG2y5nIm8skVZ8/yaFE4ZjtoKuvygtd+wLDqHhyvabNIVG2pEWcq9o5KNw7p3W757eAd3POI7Y8UEW9w5Z4tGJ4m3n5zz0asT9OWa2JoE3npO7Zh1LwU3mPxvHxTalAFNXnD1gj+Ys3t3rqQmMDyI1q9+ZRLxsZxfAQ2Z/QJjGUeBMMvYZ3ZKkGxWo95DMHbZWidyq8Fo91ZshdRlM59Gib2wfg7NpTBlvX1zaRE0w6nl5IYfW1ElZgnr+pmjHxuaK6G9KPfRzMJ9qpuo2s/VOWNNRQy4pXzus4lOXd0yF69S4yqQia2zfswvCfFi3gEsaEzqtGSKD5nTDnJ+uRalRo6HKwXGyjwXUF1y65cy7uL6vZhzZ/m9IlmW60XZSM+Zg0YsviqRaKS5tf8H9VwNHQi4Nhr4xdGngOZoLmOhIyuJrETMtTv/R92Fxb8mu76P256VjHhRxuQZ1dO6yNb1t3q5P23caOCjmxPCjmpwBYvCQZ3XqP9WWRQPmVnQoqaQqLTXibBPyFhaGJwxilL6sq2PGEAbj4p5ENySCOf3Lrd+6G3+snN5W+lxS+6d+2YFA2MyZSZWldQ4htNg5yHOsV52cEsBOaLBzyA0KuF6pDtv8b3QthPbbsi/yveoClPyHPmelRtxzrwkwm7E7QaYrMCHKv4Qaa69+aOISaZjdFYgzze0EyW4ROsi+9hwvl8Rrh3rj4WwM/XatILUzsVXsH+HHYTdhB56A5zrdf6lzoAVrIiRWXc/JFw0k7HUmF7cIiztmRluooHpHrgM9L2jufD12WXGmNmTQ7Hs52J8lhKUmC4ATXNvc+mXdvnnxYQxu6RX93H46VdyKRiV6yyrEnSK6CLz/X58ecZ/5//zT/DL3/v13/d2Ppyuaa/ur6H7cT9+L+PnA0zD7EgdQEvupmILvpBZgdIeJAuGBmZgjTFkRGHzXqC9tAik0Cvt1bwQia0tjFzMmbZqfxf24EYhVkOebPqTGYtb8vIyEtxcrgjdxOW3lebCek6TM+lvyRltNsbQ7J4IcQ3u+47mJrG6SBx9lJhWjt0bjsNjuPpm4vLbwurFis2HihusCp7KcSifuXxfWRTFjcLqlXL2t/ak1rF70trnzIDH5VglcwsXps4RVwagxq0BJjflXt1gDHQzJmMdc4RRkeCmYIx12KccP6VZ7pgPTQPjxpm5243FdAG1YFH7sXX+WWXcs9u477Wy5P2jlnDd2qLJt6RW0L3Svk7Wd9xZ3rXJKjMrcoiEgzIcZzdkrD8ZgeGhFShWHwcOXmlOBlJy1TnZh8jD7Y4H7Z4hBV42W6KDaQ3NDfiDIpmEaG7MjGY60k9eI2rvuXszGx6tYTqKaJfYv+loLsXyUydnhnvFI0AVGS1nur0Q+rN8j1Tjr4o9a29x8nbO1FHjrCSaFH04gf7BLPuOG6V/aCzLeNXiB6G9smtoPDHjMw0wSVYiZHC+/lhYv0g0+4TrF67imY02ILwACUVuHk2zbH3zGbiVv8uvSaX3URaMXFJcdghXjwHGL8sQndn6ZQuKzD4EBeg6p4YdYmkoFUpesuUgz47gumC0ayb1IlEBBYLWFgWC3fTOKa2bOHEHTl1LI56oCXcndXoi8ipuuNivrKjjlc6NJDUWuRhOObGfr0TZSFtZaaCy3Sl3UL8Yj5HeoQFOmkONSIs4DhkRexLxZ5C5Ri3u8Dp7NyyUNnWOChmP5flQs+GfFRLtQlWBsE+4MWU5NdYzXeKrxIqoce0JVwJTsmu/ycWk3CZj859mVptssihzaoOvp75eCy5aUQrnZqlv8HPR0jlS54ldTq5Ye/yNo2ZN1x5rA3jiDGxLdqU2P4fEqplofCQmd+vovthv+Sv6TZIK6dnKEjOmhXQ8JgiOcDOxeRHoH3p2jz2ymfulwVpqDlOo14RDGYZAuLa5pr2KNr+3cqugaL3PQncVCa93aI6VkmUv8Z1RzTInc1OPK8945HL7kLUW+VFZYcodU7At1FjlXJSCsszbLNsvz5pPjKU5WCnIqMIY597uLPvW4kSetIJnLf3tqtS+adxcxFxmVt+PP/ghwnD6+R1/6TqONofPbXs/y/gffvjnWf3rf/UP9D3vx/34wz6+cDAtxZHWaTVbckN2Lo7Y4poFaND5a52ylnNXZrQs1sdkxqIwHJlxVOlllgR+L2ye24Na0Tkm6hYzK3UBo4XlySZfMgjh2uGeB6aNuZMOD1MGBsZ+qhhLPYqByTLRjhshBW/5ldHbA3uA458oqxfC8P9n789idcvW9Ezo+cYYs/n/fzW7i9gRJ06XJ1unu3TvgrKxaSSEBdwglYWEuEBC4gLERYGQqJu6AQQXINVN0YhGQqgQlIUQBQgZCkTjchVpu8pl0pk+maeLPna3mr+ZzRgfF98YY861I8456aqTZ2dGrCFt7b3X+pvZjDnneL/3/d73gRBbOD2WyjLKLEubZJGgV8k6EI1xfPEbiWm35e2/f2LuhfHSLRLcFetixwj6F8q0WwOzpZgRWwHxuElr1d4yhhdQbvLBhHfgW7FFSWOfM/eCH93CPtfFPUuf/Hof1I5Zqm65dj7dbAZc7r0d/mi90TJbP+947uiuo4GF1kCZGyIyRVyCZp9wD50tPicDrurBHR2pS7UY4Xy6Gz+jwjAHPhvO+O0Pn6If9Wxe5h5UZw7AJft4eCAcvz3ht+Z2O53CSl4rxF0idQZW0vmM6yJ6YwWWeZtZ2lu7HJtbQbQhblNlIe86/t6d89Z3aQssibow9kcrjMQO2lulewXDE3t/OObj4KB7oQyvTDlgrAw1ki52zs51LnQMD+D03sTN0fPkNz3nrwZS65ZrM0+xlFnzYjjnpgy6NbMwuvq9muTSzQnJQNAYP7XCmhNkSsv+v/G71s9nKNQiGcUQcW0zXUDv6vUaneWbZ2C4OLfn+0eRz7dUg0NFoeCvUghyQFMkwK5+T+Mjb7W3XLoBh2WvF8Ox9Zg0mmHYFPI1bJFYEWE/d6QoiFP6MLNzA71IdfEu5mNggDqqcpOUHx4fEY5C7JQn3S0eJaqQ1Njuxllk109ipovreEylVWTVO/7aMa0mlJ4czyTE3iZfMdfT3G4hGUiv77Hm3m1Z8bER5o2j6QPudkRiRLJhwCJXLtth57xkQ7tSXA5ffN6t/cgZiAY0uHzvkWzwtxTfUmPMqMRkPbhJq7EVKV9gNbPYFD3aRbowE5zdH5NKNWoco+e7nz5huOnYfGY3ntQFZAzIMSHjBKp45wiH1mLA1O6thuEVTcJwahhH247h0vPu7ppNN7HfKeN5dkGfrWgRjsmUT1tPCsbeh2yEKLstnLLUNekSjbUqGoiCHxN+NOCv4pk2zp6BzpIuEIuTdEMitkLcRugj6r21xYjeWUtoMBBMzH3xxcX7Tj+7otNsx9tDkZ+TixqqiojPxyRV47LPjfX+wPIdvroP/tj5fz/+YIc7O+O/98/9L352H/infoX/25/5HwGbn91n3o/7cT9+5uPNLktVcoanLdwLUqyZyxlEpClvaXHZLu9VzMmbhXUsvdSnp5HT23D6yNM/t4XJvLUeNKAComF0mWUVTk9soWasQO51i2IZlgoumeETHjQpzY3j4rvQX0WraGcmd95mVrezhf94buDFn5T2xiRpu09mAy6TsZXjuTA8zgAyQnML3WiO2KcNi1N2Gc4AiKyknMy20gqXI7e/MePmHjea4zSZ5agV9VU2cntlucYuLuC4fFcx7ioTpfwujLaAqbJwwI0JPzgD1L1tS+yyEiCutn+1eC1gqzLS5ftXBQMlA+QJwiHihkj/ytPeCuOZY7wQJPlVXFN2kU5AgzFG+fP9aMchHE1COz50hBOEKw+PQJy90Dklzp7D2PCdywPffvqcH7iHpGdnbF7Y3DBm3iSBfgB344lerQ9QZelBVWAS2leOzSeK+pbDu2rMb47T6Z8JzY3n9DSh3uLbLCbHvmd4aCxxAe91SDmftgiWYcIX2aHa72InTNH60Jtrx3hpkXRFZr/71NiZwzsGetWZi2/sTckQjlTTHg3w9BsvmaJj+L0nXPxQK2PnplSzeCt753JxRMSicjCZtik+MlAs+1N6S9PqOsfYOwoQx47HV2GUWgyLd1L+hdbrUHL2Mwppdugsi3Q7s4wlK9xlMA2mlIjd8qHmaWCZ1jSKdJHQROLsSHNpVxC8U7ZuxItm0GsAKKGf4wEPqWMaQ/aAsu/yWOtEvWeI0shcZdzmCK71hhBVGXTmVWq5mnrbVgeNRItmQhjVc4wtDuVtf0P3mty8jEkjBx2Z1DNMgXblu1APeP77DgOc8Unydj8UBTIQT62zdoTWGQibFtA2bz2nh55plwur2cnbOZb+3KzeKC1HBqzLs8euDTfnlpKyW3l7FkM0rUZUGvwi3a49vzPtrWferIDZHE0S7dzCULsVkIYsK7eCQmGLayTWSlngvUVcTefK/qnHn1o2w2z9m3O0YllrG5+CSf6dS8yzq3L/OXoYG1DhKiSebm95tDvw6sk5t1PAjY72CnYf5yjN7JMxb6z45zeOtG3xm83CzJYCj3MmuXaCbjpi7+vxsd/ne3lv11Fu2Sa2kDpnx71N+G6leVg9y2y9sgK3c1z6pcs9rmxPAc1Fyl0itMB6oTWh82x/kt71jSnRXrmH2nXdXbAtgji3tAfdjzcyevnZuW+rQC8/oweeCC/+yvjTX3c/7sf9+Kceb3RZKqPgWlv8FTlqzdLNCxYnBWznBXYBb9GYllpIL3/KQiO7bh6/BvPO4Q/2ndUVXOxhaQDaIkGKPLkAEbAHpRulmjjlr0bE5LepVU6XDhdNktydEv2VZXqql9znZcxOdxV59UsNh6dK2PsKXpt94vwq1XiV4cIWCdrbw3nt3qrYcaiLQM3HIu+TRCE+69Bd5PqXI2FvErDqUFuY4XKcHPXD5dYiiJJfLSILyJWy+JBq3Bb2czXRKUZRkhZ379QIPlkmcXOw81iBf9mvDJhltTiBAqoX1qi5jXQf3yKnCd20uLFFZmhJjLgqw5y2kIKjedzTvrLFa2xdBRG2ODWJNr2YoqAxRl+iI6kQDwHXR3yIHIeWf+v9b3F60YMD394F/ua2a/3D6hy3G4c0kWKqhQCjsP3A072wnkI3Jdwk3PyC7VxzZfJqgNjn4o5fOWTrCuzkBZvJTTGpYomaAltQlSxcZ/18flTGSzNzM+m2EkO+rkaYNpYjXhz0JcJ2VOJGqpN3OMB4JkgSPvn4AeITuw7mTViMw5LUBeXS8ywVEFBYR1mYTpnTsqitjsJagd96vhTw/1UZ9TqFJd4OcsGxsMoY2J5czouW5Rry1ibQ7IX2lZ2DKuH1kvt48zxuYdop84OI302c705cbk4M0fP8asd0XACql1Ql1mAg9fXhcFynDdOxoUvQNDO9s0Vm46LJiWfHnByTBiY1Btpnhrp8bkSJKCcN3Iy93f/6yNaPBugEJjwJIbhILzONdHU71ox5IjFpYq8bTmNDt8oXvqv0yBhlXgq75umRM9mHhIsWkVUVNJpNJbMZWewcwwPP4akjtab+8CdTSWnjIcUKliXadWqKH5MY57NeJc2uKHtk2UZTKBlYkzmzlTkvWpIipxlJCTfMhH2o7tzqHdq3ZpS1crm+05qRT+md6y8D6VIXLb3TXTOTdiOnx47TqWHz3LG5kx9vDHnsHPNO2Z4NND4yaIPO+V6wxvmz42rsCS4RdhPjpScczRSxmLq5UWmc3WRctP9/kZmCrlhb6XvixYbhYSB5sfMhpRhINTUraxGwc54awbWRvp84NT3uNheWMi7xOfEC7yyNpLh6Q77XxbvbFqMxz2DnwIkx1DEaiM4GalJOQo35youdeTaWWxVxyz23vuYeTP/RGZ+fsn9gQ7znv/GX/k8/vy+8H/fjKzTeKJi2BXPuS1YWA5hCTMgK1GI/02KSk19XpXphdVdKhbEx4DmdJ+at4AZZXKBZFqsp9+fiFqAkY65SDwY0XDRmQmJhGWwBZNXxwg7aYqWYkrhZaa+V5phQEfwQaW4C7pG5bIejElthuPRIgvZG6a4T5+9H6x8NwvFxMCC02rdwdCbB7TPSclLbpgHc4AwD68K0i2KS5iblXkqx4zTnBckshBO2GHDccWZWL5UNLIBaPZZxHFOWcGdJMVkCPitxa8dOc/W+9vnNGSh+Ue/r64tatWMZ9jPuxQ2IkHY988ahXvBDqseRDMDnHo6PPSodbsryauy8zD1M5xZhpSHh3zGHYWaHOKVxiXTs0JOHJ0fmycOPNjz9h9aPfHpiBnPmLEt1SfejGYudrj1xO9eWAATwyuHrkeafueLPvvMjvn/7iN/7h++hAu0rx/aTxVAsHAzY1FzllSFXClRpfAoGitxo7JNoYblswZm8/d9FUzCkBsYHStwoqc3s++Bpbtfn1RzgwyFHYiU4fN12on8VScHjBnjwm21tPUiNmLx1vehOy5wsF69Fu9niL8ESo7WKfKPEYhVTulwEKr+r82G1Vv0yD7unLLL9qtrJF7vWgouxexIUDflGlu+RmiXfVeXT5Mi7o9LU7zBlzLzBXLfPD/yxx5/y62cf0buJv3f5Tf7+R+9xOrRI7nHuxNy2f+qIUttTrJ9ZGGLI25t43O954Pf15XeNx6yaV8KC9lNrxZ4+cumPVWoc8w194ycDe1+QMe1zAacXzyk1DIfMlDaLBLqM9V2pAOtSeIXA2QejuWWDtSXAosrInxk3jmknTDtInRJuSyHRGGBtILV+AXClhaEWE7Ox2ZTvwaWYWhQJ+floZnGZ/cyZxAbSEzLNGSC7pT1nxFhU55C+Q+d4F4yV2kNKyGSFXn/rGaPnojOZ96CBpKaIiMlMxJxLSJOy6WW+FzXB7gHV9MvuYcGlxYRa8xxpImETcT7hnHKcGvpgF3o10ctxiKkRXN5PN+fUjKikLuC9qwZeUpzJRSxSqu+YLjuOj6z468dgkvFSQNClQOoAN7DEQnqlayaGKPTPtZqPiSrhpPjTTHVpfz3rec1Oe7+w1s7Z/53ANC9MdTEke13iLTkzO8bsJZFfW7a/9L7L7+O6vB9vfPwLn/5JHv1rv8VXqD58P+7Hl3a8WcFkupt1WketulNZw9LPXDOWdXnI1j+ZqS1AWjJgk8KI5s8GYFXAnXdae4ihLDzNmKn2q7EUz920gDM3KzJQFzolGzS1S1X7ZmfM6e4DYx37F/Y56oz1k2QSs/FCmHuHHx3ddaK9jtbzHX0FpM1e2L2vIHD9HTFADdVlvDBRbvR0r+yhn4K9d94Exgs7ppU1TQbg3GTFgjBRwZd6OwYqGJhx2bRHMwt87pHo8zGYEadIst42P1g/c2pMip3ahVmUvO7QmSrtJS/27jAvDsJJLT96itUlVRtHMevxp5SzqqU6S4vmPrqTScKn85DjtWy7UjagC0fhNG+ZLyLuzFizp5c3PA+R24/OSNHjQ2TulPFMaG8VfxKmc6tFNJMVQMJgC1lJJuU+PMlgphA+m5l3v3HFP/eN3+Q/vPvHPH9rw39L/ga/86OnxGNXAY3NB/t3M0BzazOugOhwEsJea8wYaYnHKos17RpiiSLNa7aUJf3GSqmZTk2O5tZaDxBoDrD92K6rm29B3GRDuW0k/G4gHBKpDaTGosBcVE4PzbQnZNOlChbK9uii6FB/l1UuJmUEIBtBaV48ypoxLPeDDC5UINz+HMv5b3CUa6DEJtXoprJWL4e6yKYlGzC2kW478eh8z2kK3Ly14bhvkJPd4NwghL1Ubwqf718FoD3ZHvjzl9/n17sP2LmBrRt4//YB7w+NyXpRWpHP9UrfzXKODKnJIEhpg538fep4PuzQKPS7kV/YPecdf00v7o75GBSncLljKCbJeq3PvBmQRcSY7eTZ+cGMsFaS8zWo9uLoMBCt0e7FsRSoZCn6FQ8H+8LlOTFeWoGzf+Vpn5/MRL0Ug5Rc/MkALqcgFEO+AgLLeU27humyyZ4US1FDA5V99aPih1TvuWt1jbyG1+5OnIVpBtDGM515u1ZPaVGxtA2SY7LUF2l4ZqrnCJJor2a6l4Hj2NCezbVfeoye633PcNtRzOv8VWDzmdDskxX0ti3uKFaVE2uXaq+Eq5c7thcnNC3tA+KUfjNy3g94UTZhYkyL/kE9jBfK/l3HcOFyS0+ORJxdbldxNB97Y3adW8BpBqzaBKYzb0aYAsOFqykHpZCeWph3UhU988YR+3yK1a6bs49mJNr59KdEs59xp5kSOXYnEivHXZGNxKS4fTeBO0Zha6l37onWArMKuAbbJ2ep7uU9d857AdT34w/9+GS4IL66+pl81qAT7Q+6n/7C+3E/7scfyHizYDo7yko0lg2oPbOSq+5lMal+lS1ZWM7sPisRU6sVyXAsIF0WM63XRwbf6iD1eeGfFyluzIzjKb93xQi4yFK9hxrHVIxI3JQjZzJQLb3J8045PbZe3bI4i53c2Z7qNt7B/qnn+Mhll+rlNf4E7W3CzbA/+gp6KrM5wvkPzHjNTQY2zV0U3JhIrcus7nIM3FQYcpd78Cw2C4Gg1ktt+wopM5/qzFQHoDkmJPkli1VyRnXu+01tXrDk81ZYfmsrzoy2FvAgWcZu7HdxEU9dQNsGGUa08dV11U2O4sxurLfk46Q0L0/IYaDdBI6PDGG6zND50Vjq+HS0uJ8m4pzS+Mjb57fcvtjmeE9z294+SzS3ZgiWgi3Ew8FUB35YzILaazgMDjmbq+u0RuHTV2f8Lf8b/IPzbzCpY0qe0EbmXWI69xb94qx40czmIhtOZgg2XBbwn3+We6kLgC25zeo9p7d7posMkjKrFXs7BxWYAc1LR3sNGoTYWNFo+0nCj8rw0JN+8YhGwQHHJw1ubJi3No9vvy4GxIfFCXktxa7mR2Ub1/3y+TWwBtQOZmP23KTVYKx8TgHRRdruvyptX5mJV5Y+cSs0SL0f3s1HEnCKC4mnlzf89ae/wy/1n+BJ7FPHR9MDPh3PSeo4xoaX44bvv3rEqx88oP/YcsBDP/P13Su+037Kg9wbc+5PdN5YQu8SWzfUwqIXR/oCmfekiU+mC+RohcCL/kTvJl7EM14NGzQJfTvxze4FvUROmmg00shddhogqXLShjF6NCihjTXnOqkQEZwkzvxQ2eofN1yt1uW/KojNBYm4tKLUjyotL8UJ3WfwNafKUFtMWSmyGqPedM76e3MCQuwEbZwVjhpji2tbxKqQ6KYViI4LyHdzbs1VsqFfvrbmZOC3bIdz9jwt5lbZHby2zniX+6ccNKtnUAa9tkFar70UIPhI6yNJHV2YGaNn2Lf0P2hpbuye2r1SNs8nmuvJiije2baAgelR6V4o4ycth5W6DKzfPyVH4xJPNrdsw8iz01k1M4ydomeJuM1mmvk8qSipsbYQP3rOwcCmyCKZ1myy5lxVj6VAVpTlZ2wu5iafi8rA6aFjOoPT24m2ieyPHd0NhNvIdBEYLhyNB39yrOPGJAQ0S7GXXHK1n3mPSHHtLhfLXN+HW9hnYGGyY1z+FBBdfu7LgqL87idVWu7HH+SQb34t3ze/2Lfhn3bcfnv3ufvhF40P54Ff/J/+iJ+FaOs3P/k6b/HbP4NPuh/346sz3iiYTo1aROIIJZalGlCxYmYyQMYtpmCkTMYUoFcAbCnKF5BdGNgV41n7jwUDbr4AkgzOkyyy5AIOWN5fXG8lFUCQ2d+ynWUR5u1nzR5c3r4vNJHJRmCz2He7LB+eG5ODx15th2Jh+oRUWBSW40V5/2Rs7XjmUPHVJMxN3GGWF5OdzKjoqigwa5UGMpfX2D6l0meZTdbm3uN3zuRuw7JIchFiKULMih+XXk/qdy/HtkYiZTnf3Am6heStD9DfdrhoLt0SlXnnUGfGYxINPM65zzz2Qtw2hGEi3IyEoWE6z733AeayiB7t4M0CtPYoetgdaM9GYnQ4UYanM5/96UD/wi/u4idDOcmbBLXMr3BU3ODQ3XJOAKaXPT94tuGHl4/QJLSbyfpGu8R46ZGYHdCjgXRJxnxMW2P4w36RN5dc22IwZKZdiXjWsX8amLZ54e1B8qIxdlrdm2V2+JMZ5c0b2B3t/BrrnNh96Hj+rWA9o4Pj9HZiPhNjS7xyemq52Be/R3ZW1zvXyPo6W6s9cNRezHrIlNprKpql3aXVgizD9QLBTO1SY73bX4lR7nWqFG8B6y9VtMmFyLXxooITpW1nnmxu+dX+I/5s/z4PnB36z6LwIvXsZOLcTdykhv/741/lfzj8FfTZOalTvvHWS/7k+fsVrE7qiSo0PuJ9ovWR3k0kFia6ANTXpdVDCsZ+x2JgZaD+ZmjtXgtEhJN6DhohzWyd0qzk44nEhPIqbTmODfNG+cbD6yoNL8y0F+Xcn3jgZhwtP26k/Fly8MYuZla63gxfH6tiUelttnu3nZdaBE5k7wpjH10EvbWiU7mPzp0QG4eMCTcmmpuIbGHaWJuPamkbsd8n7xczSF1AdS1GlSKuqvXRZlfusk1A7i+e8ePSG8xazVKY9JiwnPrsCF1+p/ac7hu7+QQX2YWRzs/cXHQwdjz67Yn25Yg7Wo92kXWbWidVd/FmP7N9JsTesw8t8dwe0DILqp5T23LoRtxWedQe8KL8XnhMyuoWXG5V2hTVSy5EhESKQmzzthc2uhQqYrRYvnw+bYdzcSMXMVJjrDS5mCwzjJdw/PpMuBhxLnF6vuPhp4mwn5nPfC3wpUZMal2+GwzMo9SIsHLMpylvl1+izFxcnoNrttr7ylSnVR+2rJjvWqy4H38oxnf/c4/4i93PBkgD+P/CJzQ/Z9n+xb988XP9vvtxP74M442CaW20LhDuAN4CdHyRG+fXzBnoZqarPoDKOmj9/9lYvvpdAXPoJj9PX38CFRO0GSSbMN1xlpbVv0uSCFhbk5QF2WrBk1b/LwYzGSQWg5MaEZVfV42w1KTkKpYFnNqMPMpx0gVA155zsW13Q5aar45dkQInr7jMnhTZoR1DqYC3MPFmRGXsR2F9Xy8sFDfrwiTPvdDudZHpZnAsKcuXs/S5AvZRq+N0lern85+8MdPzJpvMqaO9aXGnEX9zotn3DA+cuYX3dq7DoPWYzp1wequj2YTMbErtPe0/WwDr8bbh9jszZxdHxjHw6c0Z09bTNDEbain+bGZUAfG0V5mV77Jpl9q2jTtheCiMD5R0FpfppSBekfOJNHqcV1SF8dggXiEop3dmTu/ZzoeXgf7Tpbe/Ogl3MGZDovZGCadcoJhMAi9zIjWO6cxM7zRRo+DKPEhhmUPThTIGJe4S7atAd6MM58J44Wn2in/REC9mJGajvSItL/MvKxvclBePTpaFYO3hu3ud1XMw32Wl7JzLnf+zztJ2kq/fvLj/qqjZSg9tub+VudBoNVisfaeKFSQFmhB5u7/lrXDNAweXroDLkVYObAXOXeDSzfx69wHbfuA4n+MPwn5sSeqIOQ86YgZhQRJ9N7FrRnqZaH7KEt4j1fE5ecVLYtLAbewZpgYmx+2h47f27/Jr3Ud4rtmL0qTEuRvxWN0lAScVrmNvLtIPJ3758jPO3YmIZDBtN+Rtjdj68UzOpJFPpgeEW2fRSGmV44zUvVqrLcooRm3rthKgmrpJNngrLRjhEGlvvF2TnmpgBgZe/YnsfeAtrmmwYpzEkj6RzbVygbJccwp2jQmEzthWKeCxGNMFB30Ds4esmLK5kxn0NWhTRYNHu4A23u4nZQrGtLQ1obQu0rrIo/bANoz8u+GSzQd73LMr8A7tWrRvrPBbJOPJ9jfcjGxmBW2JneeQC3wyCi4JURqum57P2jOedHvrgXfGOjOBTi4XHXXxSHEgk8MfHOEId2KmSuRX6aFWrfevcjy1FMxzkRiwdIeDmTZKMaLcd2w+COw+HPA3gz1XnOCPCT/k/SzHci2zL74QPsuswLYFqFVD75cKSQb99TOyu/cdqXdhuL03h+/1fA8effOJp/fjZzR+mtLmn+qzLi/Yue/9zD7vftyP+7GMN3vXFa3ytZofKwbMSo8nrIAs3F2A+9X/5bV/e8uvlOIMHlkMScAexh5jSGQxUFr3VhfG+I75S/kezYrZFbOaysI3Ln/qrpbnbd6ntVxc8vNwzTjEXqvszL5bczSYLAClbEsG8y7aAs8cpsuxk1x4WPJKS3HC5Sip8lmxFfxoqzXJ2+jmrAbIZmTruBg/Qcp50y6zPMPlwhigtihp91adH8+yHXqWdhdDmlpYqCoEA/DFrTd2wtxB7DzBe9ztgf6TA9PujGnnLMIkZ7mW3lw/mmPxvPW1UNDeZHDuoTna/sw7oXl44sHmxCt6jqeGcbLLwvnEPAXSs46zHzn650q7TwwXwv49YTqzg6/ecsNPbynT2xO7h0dOx7Yq9bQcj8ERkzmFl0iYwjQ+ePuGbTfyoT6GZ83SQ5372QsDFVuTZYfMjFu+7Xoxt8y72FH7480J11oa1C0Fms2TA7ffPqN/uRQvmoPSvRCOTyNyNuP/yQY3mIGZCsY2Fj8BZQEIn8fIS1GqSLdXBSF7jy7ztAy35Iyv57ub7Bye2p/dAuMP81ChMtDA0r5S7kO2Iqc2/CbQZCzwxo08cEfOpKGThqiJRhznLrEVX+Ojdm5gip72BtJRePbsnB++84hf7T8k4kjqOKSO42yv34aRc3dk65o7oDWhsOqZjiiT5sSCAA+6IxHh0/Gc477F7x2T6/i3n73HW+0tT5tr3h8fsnUjv9p/RCORm9TjSLQS+eH4BO8SZw+O/MLmGe3KtmfUQKzxTT95DDrzbD6zhIYSteZ1KVi8Nuqc9rmI4XPSgneIpmXeJnPUF+eIhSGeEuGkCwP++sYVKXVW5vpcXIy9ScBjJzBa0bH2Vbtlu1Rg2gnzRU9zmmqmc/3cNlg7QOdJbXZvF4iNoynS4LXLdOmdLn3jwXF63DJdJvowE5zJvAF2YaCfOysoHgZ0mpDSj94UEJvn7bQw1jJFei+0bzuOk13bbpbM+HuG0PG83fJqu2HjJzM3m8AfLEkgHAEkF1EhtYrMQnsF/cu5RoQRoxU5vDf2tm2gWRzNl+SQ1QO/PArzM87NBuCnIcDLlu6lFSPmx5uccS2Q0xf8qUhw5M4xFW8GbWuHbyky+/oDseJITDX2qpqNJc0FggQRNBdBXJtZa8mfJWLnr8kZovfjSzFu/zfv8st//7/0U1/nJvjFl//oJ77m/f/8r/E3z/42/D5k4/fjftyPf7rxh6OEqcsDSNcLRbWbRGrJNtFSX36H9VqDaJbfJRQnUikONy6/01hiYQx0Ly6qtvhLGTCX/6vXauTl5uzovcK1a8Cv5RkHlXl1EzQ5/qg8qNHcm5zlZa+Ddi0fAFSncaXmnaaWpV86f24B0+Y0mn9eHu7ldYXZdzl3O3+35s8VKex4OQeLfLtEwKQg2ZXb2OHCwMdeSNssKV8xzwXEG5u6MDjqpZqGaQb9dh6kAsPK9APxojMX6+sjuw8bbr/eV2l3kWwKtjD1p1QZmfHcVafW0xMl9o7zHya653B12/Kq70nJ4b1mw10zc4r7wPZjx9kHie7a8sS7a8fwQDi9BdOFqQiaW8W9L4zXLftvOfx5PgEFNCfBnRxycKSgNJuJefIGtJMQvC1YSYI/2van1bEhGfM+XC6LwbXclJgWYJqLTGsJvRvBtbl+kz0I3CR4n9DHI+N5jyQ1R2fNPgCHgB4dbqAWm/xgrviIsVbql7iaUtgpc60sXMv5rOfWFwfwUqDR5boUqWZj5douZk5OjP07i6sq1Zd4lHx7Y6htLpUeartANTOA+b6ooN4R1dhaj9K8llHqMGMvhxl7vUpbbq83vPVSmc5AB89+7qpDdmF+hxiYs3P1zg13+vgSyqSRRvzSBqrKzdzjBmMS29yj8GrakvYN/bXDTcIn+oh/df8biCjH6956tt96SXCJV8cNu3bka7srPjudcXO74fzsyLk/0eSKkYH9ljnTihax9Xk37/U4xDabLurqXqu1RaeqAdb3ZK/Zu8LaIV6/p+YDgRWINffmWp9w8VQoPcvGYie0C9aO0tqJKW0dKr624lgxail4VrVK/vp5I4wPWsJ1Y+7dyYpr6hJ4+64kQmxK5KGQGrf0VWfGU2KCcUaCM7NJPGkTuH3Ho0+PnDcDSR2nGHCifHS64B988h6bT/Nzoc3qhwzqACRmRrX0+npvRdohEg4QDsJUvUYk95IHDpueFxdb3tte4X0iqRkk+qPSvzJDytQIx8emxGn2Sv8i0T0flnVEjLlPWhDxSNMQty3Txgr1JR6xFpdzoTk11vrixvyzgyclaA52/G7fa0AbMyrrTUHUXjvcmPDeJNcisriJiyy1Q+cWoP26SZhaMYqUbNsl975nVlvA4rOISxyW90u/dP5MM5e775n+ozD+r//fP8Ev83d/4mse/4//Do9/n5/3056Kqfl8K879uB/342cz3iyYroYuWhcHBfAU4CgR/FEqM7CWPtrfZfWzgIdS6cdbJVdWpjKQQV0EZhZQV2RjJYqoSI/z9lnONbYanZfKdmHeSv71GpTDAgb9oDR7raxhMYdS54gbqWC2Gq6VzyhA1+Xc6gxAU5P7YFdnUJI5c4dTfk9iBViW7apRLGRwjNTDmAI4FTO0yt9vveBrUG9Os+oE1ys62/uTt/0s5zUFyymeN2IO0HNmx7NrqnqhxPbUPOtiQJZXIFaIyADcCdN5Q+wD/jQznTeGKV5TAPi8gPWDmVrFzjFtheGBbWc42gI2eTj7KHLznUB8mBeAkmXYYyDeNjTPAu3VoiSYN/ZZzd56yksPtjmtm+la3HjG7VwX4yIgbUQfqi0M+wnvkzEeScxdW5QpenBK3FAZ2biRWlSyok7uqxxzr3JZWMWITEuzcXEoLrLupXXCzmO4dYSj7acLidQa45waO79xa/PmwT+2ReTpieGG5kZobmE8z7LVIscuztyU+bkY1ckyJep8rr4Dhb1yWmXgaxVKBemQ47LAn75Ci0UxIC25p7fcC+6AuFxskdkZKATO/EAnkXJSEkrKC/mS33xIkefzGXoy34G5yMRdzFnSiQlPI5EH3ZEheh62B3qZcflzoybLDl+NqIlXyfHJ8dzujxuLrfIoyaqcWdIsNDcB/eAcEpxNkHzL+w83xE2CJDw7m/no7ILp2KBHz7wdcPlGX8zHhtSQEHoZP+cI/kVjHzua27UyZ3mGVPVNOaa6mo+id9pm1moQoCYe1OGsDcKfPNOO2verTgwsBWHaOlPe9NQLpChz7vgOrJ9f5Z5cVB5g6pSUDHSllCXWAnOqPdMuF4A1yNKKARX8Mke77zfZwMvlaL3ZcZwbWj8zJovF+vRwzu37Fzx4kaO1gq8Sa1Iy8zGRVdHB3LS1MYDbHJXmxi0eItj9x59gOgRux460Fbpm4nCRkORogiUq1MJb3mx/gvYqO2qLGGObmfA7vdNCbXuRaM9JP9hzzs3LczW1dt81k0lhxtRN8y7/POWCdm43SY2weZaN5VKyWMMMqO+w1JLjAlOuZAPoa/cy52z7y3Es8ywDcSnlqgK+JVRHdlRhnBD5imQH/hEf3/w/foWeY/fjfnzJx5tnpgubpcu/NWSAlhczbgIzjJUKqKssr2QVy+rzyliD2/z6AqJrT3MBGZN87j2wgPvCYpPdoqtBWd7GuTFZrYa7THE4CO314gxegGlxau1usgHaZgHxCzu/+iyVyo6X3q6FkbcFRmosuqrZJ6adWxZa62NSPl9Xf1YmUeX7TAJn/547ARxu0hrvspaRF8d07eznZnaTVQXZSCu21B7j4sSdPPiYZeSlcXy9UMrHoRin1XMShLgJDA/80ge8kslLgnA7ZYbI5SxSi65CchSQ2qJ2PBNSH02KVw6nYCZhnwV2PyIXQbRu13ix+hyohmxuMrJQZkGjLOSDKGnwNJ82pnp4LyFNNAAJyOh4dbNhtxmRNrF/L4HXajhX9kkDuBN0r6gLfZszy+K3XEsltzY1q8VcsnnEBJvP7BzMCk0TrWqd3cPTKJCU/smR22+csf0o97wHy9vljLoILiyctUPkOeyX82hzhLujmDet+zbr/CyFMaXGppVfzcq89Qztm79t/TyGCmiXbFLl+5MWifsqK54oVekSuyx3FmVQz6BmHDFpZFrdHBOJk8KLeGZGc68VtUooUSORb7TP+Y88+cccUsvX2xc8cCMJY6FLfvO6t8+Lw4tyO3b4EYZOedAcaWQmqiBZumsFtlJw1HovHZ9JjnKC2LfEviFgrS99M1dzNOuZNlAyJU8rkU7cj2VfoiZuNPH+4UEtBtYhWkGXteis4hTVTkbJla9Zzfl38gVsY5m/fkw0R2XM8YzqhNQawEvBkfxSkItt7g++ys+n6kuguEarAuHOJs/gT3Fx4i5901EpWeOs/ClSBeYZoDlMsp7lxJJSVXJ5VbafJq4/brl6u+e8PQGwn1o+uTqn+9TT3C5ssB0P229tHdp5M/7yDm0D08MNh3daDm8taiYS5mUSIEyCPwrz4Bij5xgbVIX2nQP6VNg/2zBvPG5yZiK5KfdlwU8NzW02SXECTZPdsT2kiM4zboxLQcFZq8zm0xFR5fSoJXZW2EgdTDtqNrsbs4HcRs1IND9v5t56t92Yn7XTbAx8CPUeV2KuiDH3Pi8ASryjGuFrrH3QTLO9thQ5pimz0iz7lxIaE9JAjeOqhnL3IO1NDOk65Bf2b3oz7sf9uB9vYLzhnOkFPBZwe6c3rLAE62fDF4DmIhEuC/h1pImbrdrtRqpLtQE++3+sedDULGJyBdt6FskA9C4bVBafC2ixbN7UaK2YW4ZrkbTm/QIcUqXJblY2L6wX9vTQkTohNqvvyvuj0UCaKNmMidfYdiV2yrx16CuphQIg91OzPGNXfXeFoYa8P2QmOOds1p7paAsX8TB3rkb1VOnhShUgObvWQDDEVGJ8qIx73bbMDNW+6VVRJXk7hsVYTD001xF/tN7A6cwz7Zz1a7vVuQhlca6WKT0nuqvEcOmYtws7sf+aMF4q7sx68xYPmaWf2c22LbETEMtVjp0VTsocKsdUkuInO+eFcUbUQPPkOP++HZdnuxZ5d8SHiPYObgPTvmWPgXj6CG2CKOicqwRekSYxH4O51r5W9KFtGB+2JtMuvyvXgmY2BbWFss/McmMFjL4duX2ihL19YGFcmmbm9usj021XF6DaqeWu5rnjpoTKEjlj14YuhmJrhUY1DlxckFnNg8pyl2s3z7n6szw3yrXzlRhNotlNTFcd7uhQDCTJ5OrxcFMu4ASbbynLvEcck040kpiInFRpAJfBZgKeTeeEW29uzs7mbFiZPXgS7/grvrF9QSOJncxcus8f/9c9hRssizjsbZ5s3UjCcZhbZBD8YEZ6zSHZ/XFVNAlHx3yTr7Vs+DWfweEdZdtMVeINJvO+iT1OEr2b7jiBvz7MyTvw6f7MDCFLkkIuhi0tJUVezTJ/U25xmKhZzRLVJLfk62xOSDBG1owoFTcmwjERjtmwMK7mfgHisvTCV9Y5gmTfkHXxtd7zV4XDpe8XCqMpMdo9qLCh+fv8pISjGRbWkSOwJCY4TZaBDBQTtXD0xORoswRoiltOVx2PPlGaqwGZ4wLOm0DaNsQ+940PEbwwP+h59Usdz/9c5J1vf8ZnLy6QD3pSWMzEihkcCsex4ftXj3j57Bzfz7z18IZn0XEKjd1XHTAJ/tZzyjOwve4IHzkDmSEsbtllN4eJ9jbhB5+fzYlwNeDGGRVhuOiYziE6JfXmM+EmgW1ivkj4o8O/tLkbu1LMKP4ReRHyRUx0jOg0o9N8p196bTJWzoMx1lmun6OyNGbW+bVcarGq7wLQCxP/1eiC+UM3/KOH/O/+0r8MbN/0pvx7Hv/OeKJ99VXJnrwf9+NnN94omJYoaJvQweNGW0WsY55gISs193nWX6XldRWIsfpZ7sPyJ8u/bG7NmboAOTdDs48GOr3J7aadycjmTjg9MemdZvawAJKSU7xmtotZWgqKtlplmf7W0T9TmkN5re1UXLHd3bU91OfOJNEp6J39qMcg2YPdWJHsKFvk8UUTTZaotQWwSI1bqWZRhTFckSmld7AUCAoTbHLpfGAzS+gmkHb5DJcdbIEqOyyRYamxbdEgNdfTzeQF9qpgUNF8/q8HSstxlkUW8O6PE+7K8m/DvmfuXV7IrBa1QOqyNG/j8YMQjpFm70mdFU4KQ+9HYZpdXoMam5yiQ160hL1Fk6VBCUfLVW5vEsOlN0A5m1SwKAXUCaeHMJ2rOXWX3VMhXI68/FMdF7/j8XtHSmJOtU0Wyc5Cih5GZ7/vnTndToaMTa1hvytztoDVsjiP3XKcUqOkzrbRFtvlQhK0iQxv23HftDPbbuTVwxl+0BAOVEA+jgGNS09nARxuNe9VpLJDdX/FvtOui6VoVAsyWdq9ZgY1L+htQcnnR+7rDIeId/oFL/jyDTfZbe7y/MhLFdj3yCQLO13+KiKUDMjAQPC5THS5Zzrp3WPmRWgkx1dNVGMtv4mc+YEmS0UjjghEFTxTjseVz4Hn19ngg3quDz39bGCpkcionpuxx5+EcFDCKeGPEZfz6UtbQDimGs0XmyyF3gjaKH2Y6rZ5lIi5hp+FkQfu8BNl3onEITWMs6dJNueK0/1SCFqKPnWUokVhpue7x1J9luDOWOZzk2W3GLhykxKO9j43JouQmlItONV7crr7XCltEHcKyqXArFTAXltwwLYjpqVH1zskJZOb59aiO4qQtWGZy4qRbIClOZc5dkrw0WLXXKQLM8yO5laRad1jI8SzjuPTjhSETVL80RE3DYe3W66/A7/0Kx/xFx79gL8TfoHvH95GRmtNiI2Sensm6HZmmjyfXl2y+V5LbBs+/QU7VtIlfGtKojgFuw91MF7A8MCzbRsDmTXfORoI9YIcTmw+Gzld9qQms/VThDkSbgba24bTE39HnSUz6ENoHp2YXvb03xU2z5XTQ2HMRaHtJ4nmeqzH4E4/tPeLKVrJ9i7bRbYTX1+bKVaQbRnZq+uqFG7Wn7+OMbsf9+Pf5/iv/e5/Bvn//NtvejPux/34IzfeMDMt4IzN9ceymrG/dLUwVMhO31YtDscMaOOy6CiO4LUHS+xBKMkcT8dzqX3OBQg2W5NFh8Gk0eoc7XXEd8LxrVDjhGyxpZDEnIzz5xbZnPW4WnEgSTLggeJGobtKuHlt9CWVMZSsSlMvTGfCdE7tdS351yVqqwDp5lbZfRo5JM/p7eUYiUrtOSsLLn8ylVvpwavHlWXhKuZpUgsSbrLXulmrtLo4K5spi+JHO1aFrZSyQFNZnMJzX1kB0inYoked9XVXGXDe1sqmZvDsvAH3WIsDEDtHar3tsmrdTjKgMxY9Fyw6yxy1xaDDTYnmkDOdE4Rb2H2c8IPyrGnRX5qqMk9cIvWm5ZO86FaxxX9zNXF6sGHe5micrMJFbR/334DxayPOJ9K8LITefXzFt3/hOf/v+derdFtVSFHMUd5JJSjaVw6ZbS4XI7nKNEcIQ2l4p5p1yahVCh67vCh1isvmerI6VxoNnEsUpslYp7CbmLeNmeSVKLXocJ3JFfzRWJgq6c9qjdi5DIb0jhM+KrikGXnna7QA6fK6Cgblztwsn1FV/+UtCm6K5jj/FRj+KOjBM8we75N5MI5CLP2uObqtgMHioh98pHGRhDARmRROmogKWycVcEZlia8Kdh9ru4kzP1SZ96Se3x2f8sPhMU+aG/7C5vfYueOd7bR+7HgnD/UmtZwOLT2gjdK4mUkD12NnhanRzAELSFzHRgF2X5ghRFPcxE7QTWQbRlqJeEzKfu5O/PHtB9zEnkf+gOMnZ7zuteVwankYtcYv6ro4U/tqWBRP5dfJ1CgugjbezB+DM+CpIF6g5L+nHHGUI7T8pPUe5U6TxV+lZklHyIz4ukBSCpOsfAPqJpZnSPl58U4oct+SbZxB8TpqLrYrA7LX3LzvGFrlIQpz9Mzq2PmRb569ZPh24NMXT9l+tmNzczQn6rYh7hqODx2phXAI+GNgumg4PPVMb000LvLRcAmA301EzecrKNJEfEi03Wy7cPR0L+3ecyM945MIjWVKp9mZOgOs/SkbguHcEj3lJEuy8zkdRppnBzaPW44Pi3wMCB6JSjgkJPlslGnPu3L/3fQTU9fS3Hr6ZxPqGiRBd6VsPhtrvzbeV9n1nYgs5yzKKnzBkmsNhGOk5mSXkQ3I7nzmykW+7u/9uB8/Zri+55f+E7/7pjfjftyPL+1449FYQF6UrFcL69fYH/XZKGQ0ZrMuOkqGrhgrW5w61dk63qJGjG0r8rkSxzSd24f7wUDq/j0h3Douv2c9pCWeSoNS5JQmqcQe0hnQxFazHNzAnIzLo624Xpf9ErSCf2NANPcPC8lrlUGv+50LkHazgf/u+YDMLbffaNDzQgMX1jy7bXv7d+l7rsCVFROSF2RFFrbkpmKLMG87WOTTQAbYieRNql5cmqvk3QtuTmbQFYwZBju+KUezGBuzkvTmY0s24SnsTIkuMRbUnG552rM7zrjbI7F1qwilvH9VLv5aTyR2fEpUWjhC/zLSXE1s395y9fVA089oyjvaRVIbkBvMfTfZIpSLJmdr53nX2namBrafJs6/73j+xCFtqr3XqLJtRn5h+5z/18ORdAx4n4z5PXn8BO7oiSeHNIo/Qv/cTNeSN+M0M7CDuSjIxI51bB2+8eicsqzUXqMOmhvH7kOTSc9bOL5twEGS1P7/6abjpolstgPTdsv2YwPkMgs3b7dcvH3Lqe3ZfWhzPjUmVTdWH1uMrrwAyhxbru3PA+Viilf/neeNzcWUt+8u0625cCDlPV+BEY7gXjludjtcG3MLhvXaspLGlsJbKST1zUwnM3sNvIjWX1yIzbwsJ6qSgCE15sLfmDLmfDPwKNxW9nefOn778A7/1rNv8ag/8ODpgW+F36vbWAzI1u7eURN7bdHR2XnsIo1E9qljmIKpJWJhXfN16rLCwdmctmKoFcz8aE78roucNQO9TDhRPEovkT/ZfYBHeeQi/BQwPWlguO0IxR/A373frke9T0It+hVvJ+szjvUZUJVHhT0scXWNz3FUgoT19bDM8SrrLve+8szLapC1B8E6e75GMCZd2E8wibDIovZwpei2FN/wuXKYI73UO9Y51WAArbme6D9reHW95XTe8Kg98PXuJX/9wW/xr3R/kWe//S02v50LB23DvPGW6NDmZIfGM517Du8q/YMTU/K8v3/AfmytQBTs+hefcF5p2pk2zHTNzHDZkEJg9yoxPfPMO0dyShq99fmPgl8/axusGBDtIS8i0LZokUF7K7C6XIyLvSP1VtBIjcvnbSlQqM/XTb5d+S4yPGiR1HB84qw4LOCmBjdE3JU3JVHdIKVUSEUEze7i1XzMCdWwZPXaKuEuZ6Iw1cUhvGk+ny9dXNTXrPz9uB95SNvyX/76337Tm3E/7seXdrxZmfeKBVg7lLpsvFQWFoVBAJh3ynSx9HsW8y2ZpAJFSda/7AahvTImu3thfcBAlm9LZgu4w5SVXih19hmagXyNn1kB0bLQcpOQnEIDzZWj/9QWE2CfU7OixdxRKxORTa1ia6YnGmDJ02JZAaclJ/j6FyF2O9qbuwUImSyyqC4UOgOg4Zjl7WUxlre5AJQiXX99MZk80EhVK4Jt3+z9aqFnbq1uIrtts2RcZ/DjoiIDtLfKdL64RVezrNX21H2JmiWVWtm2hcECgqtged7kiK7sAl7Yaj/aG+aNr8Cz9iiqMG/h8Fbg4hA5+yhy/bJFn8bcLw0kM7tLXvCZ2Z97YbgMxOK8WxfRxoqYsY7tl3OJJMsODjEQ1fH07Ste3RoiTpNDjj4XS4TmyuZNe63W2zcph7c840PYfgTNIVkBwVs0mUnlpS6Etx8cUdny/E94hkcJNwndldJeR4ZL6y+fd7bR7uSQ2bJnpzHg+ol5o4wXwnieAcYsHI8tza3Q3CamnS3EwylVRcDC2hVGThegIPZzc6GXpYW6gIEVqC6S1mqOlCN7SvRWdeJtm6ro+LKPZq/oKyG2DakL+NNyLSQx/wKNGSwFaq6vF+XcWyfphBiLCzSCRQWWzy/XnsuFSK80PnLuT1VCPWngs/GMF/stY/R8Ml1aUMJPiFg56siPpneQk7F8zWZi60Ym9czJcnnN2X+ZM+QCZWotYxmBMGZ58phwk0McXIRFgj6p46SBEc/jzJZPrzHk6xHw9t41G57Bacr3eZuzee4Wrwxy0WJ1zZch0TwDAJuvBci4UoQU5q1jvDQDs27jaRpfUwbm3HZSWoWqV4TKAtDzKAWlIikvPdTV0b/8mXLecvAZlEX8EJHos3ors9Wy7Iydg3xhlTkiQnjluPhhx+23e27e7ogqnPsTv9Z9xDd2L3nGt+wa3/bMD3rGc/sOf1ST60+R2Ajjk5k/9uQ5726u+eR0zjCFrAKy9AQERBTnlDZEnm5vOWtH3n+wRT9cA9R8z0m57WqQ6nPiRrV9L7nMGWBKMejK+yyq2cBMSF3ADZlVlpwEcZSljSU/x8cx0G9Gbn6h4/SWMG8T6mA6M0O5Zt/QlONWovuc5D6laP+ecsVkNT1F5K65mDiLJ9NUWedqQLY2VgN7jfc1PmvNVt+PP9zjf379Ntvfe3Xf3n4/7seXZLx5W9y8aCF7bJQesvr4VJbIKMwEpvb3zuYMiy5u2YWdTgHiWWJSZyZgK/OxgFhvslLzk7vrRP8qG4Np/pxOF0BbAGL+bJ/Z2tiabFn2wnQu7D5Qtp/OnB56xnPbCxczkV2AJlBkyhKzwU6fF1RFFstSIZcsL0wehieJm18UmivHvFm90JkRSndtvXjTWWZPB8FlWXB1cxWTWVrftYGyIn9ft2ipEzOtqvrnXFBwVLCkFVEaQ+vHvIDsbbEqM4QxyyNnVsZpBVFxB1SX/XXRigDFfbWYoaEwnzU0Y084RtzkDXCJfV9sStFD8EPEeSH2/m5ck7diw+17YougQ8KdQgXSupJb+tEY4eZgvfTzJm9jkWpbazZxA4f3lLSb8bv5jomZJuHjVxf8XfdtVE1aPXy6JdyYnBuF6TwxvJXwe8/wUJg3JkcfL801dnhgLI/MSnPI0t587A1sCu7qwC4lrr91yfDItm3uhBCE9jZy8QOIW2G61GySZvjLh2Q9iGeJ618UeGswlsglptuWzTEXDDYG9qetMUI+Z3irmKxfigLDL4yasXULKEia60Wl135dxCnXWFnLR63ntnzGtHXMxx8P5L5Mw83ACN0ru0BUYLrI/gblJpnvF+rK8bRz0MhMS6IXZSvyOX/fhMm+J3Woh/FciNvEeVuYX7vBRYTD3DJNHtkol/5A/1p/psPd6aE+aeSz+RyiAcW+n9i5gU+mS8Yx0KQVo5q9GAADiXFR8tS/R63O+btgEvQSi/Uqbfnd8W2+3X7GtnnG5U84npaHHczYb32vU0AUDVKLtqVN4o4RZin2TlbsqRJvyQXC9WTOwDr2gfHcMZ5bFFhqDcBJUlLnqplhavN5zCz0OrKwFpnWh92VbbT2l9A3Fo83RvRwtF7p4POu+VWBc/U5sZhX+eX/87zkF4sg00xzGwm3Dac5MCfPpJ5D6vjoeGkFg/Mt8axjfNgyntmzdvPCFFTuONn9de/55PaMbRhxoks9IruoS563IkpwibNmILjID3pl3IlFi4VSXF0V8TJN70boXyXk9kBSRSQvKOLSgywpwRyXe7dYMcSdJnRK+M7jT6a8Kc8pU1IJcfZsuon9g5nRL7+MPQyXMJ57+uC5e2WUbVwVRGLJiQ42h8iMtBSmOd15rZ1rZ+clkvO63QKYgyyfX2T76fWr/X78PMarf/ZbPF55pfyk8a98+BfQ3/onf8BbdD/ux/34eY03CqbNfRY0R0AJ1EVM7XdaLWrcBNuPlfZGGc8yiCvPqcI2FHlZC/Fcia05ZY8XwrTLbth+6cOdskzMgKX1V7vZYjDUmYmXxKU/ds2kpcaY8v650NyoSbpHyyKe+7w9GXxDXiB5mFsxt+zJ+pL9oItBGKxoWntgF0m4U8sHjr0yXaQVk23HaN4qh7e99ZQqlWGHXHxQc59NWRJqzP9y8y890rGVuugyF3A7zkXODSDZEVud1GNXDMlKj6x9KJSs6LC3Y1T90upihUXeWP6t5fsMjJVFrPWXB2TqcFMinGwu2OLHnLbB+qQLI22xMy7HdSkyCyFCe2VuwuW1KRkA1hw7JFForxOb5+Z+Gx83FRS6TOIUA6PYq2WSqic6Rdqimbfzebpt+e5n79I+92xfCZtPTeJ6+571F+JgPFfi5cz+TJBNlk6ePO7kOL6jnGahfy70r5Y4Mc37mPoArjcGc7B+/eKIbb33Qnub2HwSUHFW+DgJ4RgYLgIX58dlzgg07cxwbHA3xTvATKNiPh+xs+9t9oLTu+7cdsxdfV9VBSRFHCSsn9qVuLEMqtcs9Dpfuo6s6BguvnDJ+qUbsQFypJybrV1FBXMzxu6bsnJNV5+QNtGFmd5NdBLpRejFE1EmTdk8zOFQJoSraYMKHN9Wtr94xV96/H0e+9u6DUkdYwpossit3k18USkjoXhM4l3eh1NiC51LRBVOyaKOahyhCJJfX0RGbow0t3ZfKTJwSXYM4uBJKjVnOiI8j2f89uEdkjp+rXn2Y1lpAIdw0gYZrc9/ynO0Sqglb1dWiq9dvu0Hq58HZ3nNikm6X497y8qK1Ng9KXWQqteAZBAudwuYQpWdS/nIfD3dUXGQfy4GtF1U69XOYFjn2eIfmwZxDg2LmijlaxIwxlMVaYLJ1gsLXuKsgofgrQjprb/+GBt+ODxiUs8PXj6kczBfbpguW46PPPPOmOJwSLjjZEkKLyYe/HbPzfiYf/DNLe88uqYLkdHVB6PtU37uNT6SVLidOhQr4sVNLtiepJ4nyFF9nZoC7RDRccxMrcvmX9GAKBnItk09R5LPnUwRiWrF1+y74aIV6DXf6+ZkRneMjnBYAdhka47xzFnWNlSWWGJEU3Y6B8R7A8i1eJRBdJ2gebsLU50L2CU3O42T7U/MTulF6l1Mze6B9BsdH/5HE2/73ZvejPtxP+7HGxhvFkyXKl5hJlf9YvU1dUGhRA/jhaPZm7R4vQhZL9Dm3hyVcYo2yrzTagQD+bXBFiypARTmnTCdKalLuEFIbZZ2lyzXLPOuEvCO7L4NboDuKlkG7gMhnrD+YG8ysNhKdjO2988bW1A2B0FSWoFH7uz8YhZm+2Y920LMrqcVkGZ54vQgctM6th85tp8sYK6YjZkJVM6BzoC6vU3MvcVydVdmbjVnUCPTiiESsqFbXtQ1CzsQe0jR+no1y+gqo5KkmriFI8y7hX0pQzIjdQdIK9U4LYl9hh/Bn4xlT53PCyDFbXRZIOZDKCt5ccr9gd1Von9hrq+nB9YrP5559l9zzOdzNhKTetyKyZzMKbNImTXKSoHYwnxmrDLvDOhnHalPnD/Zczh0xOgXWWKe1+PjyPgW3Pwy+BvP7n1obvOCsffEXe6xCymfO2dFpyiIU3tdIzT7tMx9L6TO2PfYe9RZa0NzsN2JnbNFJ9DcKH1jx7PZQ/8i8WzXI79+AIWwF4ZDYFDwH/R0z4SwV/orQxTjmcvGcMbSW7Z5ZqCzu7cdd1u0p7AcM/XGkLrZzk2RJZe5nrwYO+gyKzuv7g9QgbpJ1b/8Yx19VzOgS7Gx3htWCMsroZ25bI9scxbzqIoj4hEacbW3OZF4lVqen3ZWPNwq33n4gj/Wf0gjs7G/mJv3MIdqVPZFw2EKlgKkAQ6ptftoA9t2wosyqbf1vs8FuyAwibFzpeASE+5kstjP9dnPFvm1Hjex54f7RzQSOe1+PJAGmImcUpMd8s3ToUYZZnY6eYH27rwrz59S6Cn3lbJdq3rk4qytCtEk6lZ4zSZqRTyg1oriB5+fZeZRUVVYymLYV48Bdg3km78kCEfFH2dktLhAQkBCQMcRLbnRGeSX50/yYq0y9QS6pd+2bHv+uTaeeeOIneJFOcXA928f8zvpba6f7Xj3ZNfyvLXYwdjZfd7ud3ac/WHk/IeB5BuuzjqGi0AbZpxrKf1GukqkCC4RcgxX6qy33Y2CPzozP/TW5oAYo68e0mGVC+4WVrpK31UNVI+TKWi0FE8sA9v209uz2Vvxpntlr0utMI4lsiHHXeZ+9XXM4x0jsSK9TsnuY+JMvrOWfgG1T1rTEmmV5eESAjrPlaEWJ1YoKPvVNkt/dPnuEGB+7Tvux/34fY7f+d47/Arvv+nNuB/344/ceKNgOlx5eERdINa+5AweJUuPrVfSYqdufjkxXgT6ZyuzrWaRd6s3tlibRHHfrlLxkBdFAiXTc82GSoTm2tXvpJiErbYrBSODk7NtMrdPzYY6MD7IPd/zAj4riPeZGWhsQTYdhSaTQCXXuuY+CxXYqTeWqjiY11iUmFkOrHBAo1iLsVs96C232l4ntPuEPyWkEQ5PHKlxdK8S+theHw6J8cwZ2M7GRPX4rEylVLJ8XZTYutznLMs+ZOBT+rVLNrDMC1O/9AjKHXboc8x0MLmyREc7RCRpNSkCVpFcxVwr/zwqcedJwcBn+8JcV/2p4/SwY/81wQ/C4V3FnU+VGXHBHGOBrIBosuEaFeg1t4peWGwMCvHokYcjzplM0Xqm/SIZF6F5MPCXv/09fmH7nLeba/7u1S/w9//VP0H/Qqn9x16RoyPd2qJ/nRNt80TrvhWpfQqSW+0ly0tBslleChZtVVzuy/9dzKZk4mj2ZGOonKvqLdpLYjbBmlcFGRb5rUVxZWOjVdEgFYb5tX7PZU7b/iYvd4GI2pq3RKH5bNBXRgrCeCaLCduXfLgJmJZDBuRCUwagZQh28LzivcUXJXUcNECaGSTRiXIuvjK3EeVV3HJ16vFHwc3Cj64v+ezJBd9ontv3S+KUGo6zTZ4+zDzwB/oV++vFETXhkDt91FPydu0K7JoRT+KQWuLsCSyFFpdbQciO8CTF9s4ZwF4DlKDZaXxhv0/akL5YXPu5cdKZD6eHhGPuZy4MZ5mX2QhTo/lvlGJlvQZzgU+iGqP5Wm/qkh9tvycl/HGmObS40eWManPzxjn8EGlvA2POdy9eDF8I0MpHy/Jz0YQ/RdxptqxnMGYzhJwznY+pCCm7dJdoL/Vi/bfzbNdpZqJl9gY654j4iALTxpG2kcZHxhR4dtjx2fNzdt9t2X56wh8nwj7Q3Lpc9M0MvSrMEXcS2quR7trjjo7bY8emk3q/LftXjmZSoZFE6yNuFNpru7GILqx0af8px8sKzWnpV44Rdd7Y27UzdlrOW2yF+bwh9Z7YOsbLwLy14nn3ytq11MO8CcitZzgLeW2ghFFqKsXcl2dWdtYuYLcMX8A9q/7m1wBvifAqbHVxVZ/nRapenMJFkLJP6zlYTOReB+z34ys/9Ntf44E7Au2Pfc2kkV/+n80/9vf3437cjx8/3mzPtIOlVL8aAsmrmeWIAeCy0E+9Mp8lxtHhck9ebNUkkF4zS0Y2jLHP9aPJr1NLdb2tTI9bKswobD411+l5k9fxaV3xtgepqFTpeciys+HCcXoM40P70O6lsQZhyBFTmV0dz6Uu4NQJpGKYRa2Wy2phUY6HNuZIXuTUQt6PpEv7sbciwngB7SuTkpvhV4k00rpABBgeC0cvlemPrVTp9LwRZieEQavkOzqp22lyuGVxmRohtlpjw0rhwaTVVLOftex8nRW+3te17LvIwheHVaHoTFOzvDE1oKNUtUFqHX6c8/whg/27Ejg326JpOhdGyGY4WOzKYIuVeSvVkb0c+9pPPShhL0gS4r6l+9MvCT4yzgG3YgwlGes0j55/97N3+b32Cd++eMGYPPMZzDf5WG0U18/oocvFmHzeJitKzJvi2qwLmC7fERUZEx6yi7vk1+R2gtkUA+MZpE7QzPCcHudouskT9kJzA6eTRzYz46NIcxOYN8J4acdDJffGD5adW8zkkl8u57pNaoC8ylmlzAvJhJGr+2L7aWZOUq8PFoltnhtzf5ex/DKP2Jo3g9PcD+1yAWuyAlMtQCo5OtCKOE6UUT0nDXgUE2bP7NRuHKW/OWHAptnbvfHV1Y5Ppgvi5osX40ESvUyfk1K/bkaWgOfTLicpKLvGWPIhBXR2q+KikBqH02Q99C4zpooVhRpH7IwZLVn2jZgzeBmTeoJELsIJ97m+gM+PF/MOf1gds8w6A3XO1Z2AFYDOBcVUWiyWuW87g/XACmQobvN6ijQHpb02U67mdsYdJ9Q5nBfCMdHsTQ6emgwWg93wVCzhoRTainFlZcyl3B+ylLj0PM+zgboSzxUcceOyisSMwWROGbCFBfh5D02w9w+Dqaa6LItubF7djh0vrrc03+t5/I9m2vdfITHRYc+E0ymQGjEFUVSTiW8ahkcd+3cdaRMZ9i0x2j0Ap4vqC0jJlBDHaAUcP8Du0xk3BzTYc9sPmVkOuWVJzbQxXA9oTCbnTsvSphp2ZTa3+je0MFx63Ozt2byz49PcwOZZJBxnVIT+paO5cUwPA7SJ6YHNW2tFyIdussIBKXsaFFBfigoxotFc1qvDt3dL1JXm51rkLkud2e21u7d4f7dAUEbO077PnL4fr4/v/mcf8ue6Hw+k78f9uB///sYbl3m7WdDizJ1B4R1wlQyMuBHrSd2ZPG+6MBYhtdnVOkudU4mmaOxnsU1Mc0P/mWUwl5xoq2Rn461kMu8UYPtZ4vjYLc6uGWCtM0BR25bxwnqycdaTHbf5Id9Q+3yLvFXFFgFdWUgKhFNCg2PeOPxg2xQ3trjQstAAywV2JmU2J1y5U3yuTJVTJMC8S4yXJodfS6abkepy7U+J8x8m6zVOan3mUZl7M74qfdA1BzUbBlVgmXulJRmoGttlIXqnMF7AbCl4Zo+V4sC6PqZVQeBWv8tAuhjFWbyW1L7w1MhynAsAy2ZY7hQJB894Fjg98rippbkeQYxxDQel3Sf2Kfeg5ePdvN/x4LdhvKD2O+KW819k/jJDc5OLNAI31xvafsomssvCvhR1dHJc32641i2vDhsaH5fjAmiwOC03Lm7wMgvhJDTXIJeyZIbL0kdZJPVunGES/NjXokbpIW/3VtSJOZ5sPtO6MHeTMO1bfG/74k5CnJwtHM/1DrAo58cPwuZjM2fT3LqnKpS8aV2d11KIMJfvXBCRwjZlgFIMl7IZXo3wKfOg4B1V2qWl90s9UoCgFncWO1O12C+oDPXyYkAF55TOzbR3qhDWXxxXYNN6pxPz7NgclDQJ6eQZUsCTqpt3xBFXvayNzHdisL5o7JPyo/1D/EkYLxKXrTmLH2ODRslmhFme66XKV4vje2F4Y+cZLzzTNl8Pr7WDRoQhNSR1XIYDO5fuGKG9PjzW8+siuZe5gFU7nszZn4KliGPX1prJlqXAB3fmZTVWLMUPn532AX9SmoMVjIgJiQkZrFVlifOD2jddrm9ZCqxrzwpYioYacpRSdvoGA2p15P7slBndopSpvbavj8KeFqVAbnOKyTFEz3xqOH8pbD4+wssr82BwQhsVdMN0YWqgdNaaOmgb2L/juf2lCbebSbcNs1O7V7o7Ggsjs5PjMLeM0VdfDj8qYW+tKZsXs6nAzu3ZGU5K/3zC3Q4mfU7prvw552yXf7uYapzhvHHZWV2Yt+Z9svtkxo2J2Dj8kGhuE+HWMyVhe3lEL4TTbUfcBmQU2iuHHxQZJ1QT4E1iX4BzjOiUGWbvEXwG1Hbe1GzN6wTXmMzR24kB7gkrjhTH7hLBto7BSkvfvv6483o//tCMT27OeftNb8T9uB/342c23iiYdqMgsxj4zNrl6uQLlB5fmY3hSA1oY33QKmqAOQOQunhfFaERRUdf86HdOgYrM8MxZ0VKBO1h2rkMzjJALQuckI1wMlhvXxkLfnzb+o/L+jIcDbTXwoBSnZDVQ3trD9HYGttockdqTFaJjqoHYWVEI3DHsOuO/LOauNiL5p31axdZuB1L6zsLJzNxK32vKp55C90rCMeIBrHorcwMpiCEzEQbkDSJbmW9C5NM3q6cPW2AdzEns2zXDIBVF5mf1s2vEvySBd6/jHmuJGLv7gL9WL4rS2JXx8ZFxR8n4iaQPMznDkkNfkjGgGZAPF54ju/ONCFLRx34g3D53T1Xv7jl+LZkeX2J36JK+t3K0Tt1ak60ISGixFgoeEXUEV46wj5w/A5cPNrz9vktuzDy2+5RPQbu6NEu1c8vp1WFqrzoXlgxo7Lymo9V6/C34Iax5qyXORQ7GBH8BOOlMG+tCNXcSDYhs7zh+SJxemxSTZ3dMreyaiOVVgmneZuknnMykJC4dhqnFlMKOFYBZv0c41yYx7LwXwoqUsFVZeK+Iko0F8tchlQUALmVBcj3FjUmVKwYFFxi4yd6N9HLXPOY18OLnduDdqTo7Vzk+6bLF6LFYnmG1BCTM/MxP9H/PnLJLILLijDq4TwYmL6ZehjMwV4lZy9H0JLIpEryLp9nu//E1mS0qQFpEls/1P2ZNDCpx2XGvBf5iZFdkyY+G8/MWMoXEz2t91k3YfcrrI5ZfRxKoc8tx74oKkqSQh26FJ/Ue7TxxCa77U/J1DGv56TLcv+76xeSf+EMe5X7XG2jEQODqQvIKVh/tPdI1y6ZxMkk525eIhI1WFa5a4LJol8HXyHYNecd2gRiK+AU7xJNRvam7Mo7Os/IMEETcGOLusB07kE6mpsJGRPNQfE3njQ5wt4xh4RscgGzPLuAaQzcAJvG2m5ip9y+62vLkp+sTQlAnbeWlTyftG9wTbNIvWHZtxwjaFna5huiWS2mrRB7Wws0N+CHSPEasedYIhxAB0/3cCb4RIyOUUF7IY7NnfNG0rvFjDIvyvbkokc9RzF+fk5A3l6TqUsxI1tLxEuEYHnt/Xhzw3mk//0FXUVNPP4ffEV6le7H/fiKjDcKpueN0mRGpfSkLT1h1EWGRNBOSSEuv3O2yCigWcqLV2yNJkEOHjev+iwL4NJlYUIy5jN2xjD3zxP+ZA/awgJrNqpxo7Hjx6fCxe+pOYQXplVZFmUZGOtgD+4iWU4h5/ROmSHcZOladg61qBupizwzy6GCxNToHdnzHQfwZMfRReie5wVDBiVl+/xIZphhuBTGB3D2I6W90jtscXNIS3wNC1guQLoWCjKTkvIzvhrmSP6uaJJxiybLQKjEZDoKQWm7GPIxy1Jgy5C2RbabFDfFDPDdHVlkZW9YjktsHakPOQ7LAOe0E+atp3sx0L9MHB9ZNE0BIik6c/P2oE1mlAbYPEu4SRnPHMMDkwJ2VwZ6h0sDI82NGXeNTaRpYs5O1SojlQjtFaT3G67Hc877gT/+4CP+f/13FtXCc8ext9V6aVdQrDc/dXbuSwZ7bKUu8q3449DGodMCgss5T60QRZnOHMe3lLRNMAvhYMc37M3Ze+9cNlwDZqmu0bYt1r+ejD+ucXOVMUssTu4uz5so9fjXIll2hl+rFeolW9mkZSFbDe/yOYytMDU/9pbypRrl/mQAWmwuBc1ILwPplaJHQqIJkc5NbGVgKzOtJEY1djmtQPVJI8/nM+Ih2Hd04PrI1o0AlZU+pJYp2oXa+zlLrBegUEzH1iB2UMtVFwW8MeURx5j7qFNn7S7NXnBzIiSsBzkmpPGkxtX7f8qRdvMGmn5m60bLzRZjzm/njjkj3J/Gx+018WrcEo42p5Z+6fwCzcqP7HRfTS7vPDMUf7L86yK/XbdblCGFna4/YCka5Z8Xp/IC1O+0uOT3FId7P0Tc5PA5yrAaLgoW0bVmYr03YA0Uh+dyLZXr1U1xYTOhypHVO3tvyj9zuZARTObtXSK0kWkH80VHd7azbOcmWPEguHr/Vg8yRdxpon/esPtRy3hphXG8FR+FAqhBozDNnunY8JnAthvRTjm+5aqBJS9W54vlWRF7K1yQc5vFO+tDrkVNgSYQH+4YL5t6nuct1a3c+qNheNBU1Y8fEhItjlCOnmEKDBOM+9YKQ1HyXLHjR1YTVBl2TCb9LiZiKS29zWCsdAHFzsBz7aIoKoO2BU1386jLPhWGujiJ18l2P36ew//St/k//7V/Cfj9uXm7Mf30F92P+3E//siMNwqmu5eOgGPoSnV6WRhCxdi4KNZD5KVKn8mSUk1yx8tDFTh5e50vFXT7nSjIZCAvHOwBWT4qnBRJjvZGaW8j/tQwnenKzMqYCj9apvDp3Znd+57++QI4/SDm2touWZXzZmHvihFXczDgMW0d0zZHcW0NsHSfedprOLyjzBfRKtcFl2XX19RkaaBADLZ/cvCAh03MoAu2n8Vq0ga2WPC5B3reOLZTor0Wzj4yami88Mxbz7Qz52rLWFbCPjurti737JJ7ZD/fz2zMrVbJdTm+KcDkzInZZMJUEFzddKH2VRfgBEpqXI5biYT9jP90IPUNw1s9sbV+Nw0Le2PbKkxnjfVkZnY+9sK883TPld2P9rTXHbF3qGu4/Y2AD4k0GaA0ubuy+UzZfjrihkh42DJvQl74Zolo3tbxodI+GJgnX9lpcZqdl5XxbWU+83SfOS5+O/CBf8yuGXGTOaqrGDMyXtr2VgfhkAsqkB2Bl2OkeV4Vh3ltPPHSVAbkOT13ZjjmTyWiR2E2MOxmaK6V/qXiJ2XaeTSYo/fxqcA3joyPHdsfBIuDceS+S5OtasnYjQUM5UVxLZAt59XOi/0neRCxSC2NqyJInjeFjX5NqWxu5R3E1z0WvqSjFPps3pqxYuqWyL7lhYBXnFNaHwku0Urk3CV6EW5S4qR3AXACDqmDWbLDs7Um9G5aMb+eq3nDMDU4p1w0J3qJODw/bkQ1l/AXh40VQYPSSLRs4rmluPvHTsyMa9Ysu02QPQ3EmdN3iZWazmC6TDw5P+QM7Myeq+OY+yG2buDHpPzW7TqocJyblWw635fjAqKbazOFbG5NWZMaqSoZF+2aam5nZJwNxEYrbmhwWbKdQfQ6Lm79PAvOwNQ0w2ygvF6/brl/raOwJMfI2X1sKW7WaLwCqOp8yM/GmJDs1J28seNS1FYFxMHKICv/PylMk4HymNsuZutl9i6x2YzcfK3n9r2W5sUOOU2ks464bZnOgrUjRUVmRSaLnmpuZ9rrhunCitFNP+N9YsrHp+lmLnYnzroBJ0rjIq9OG1SU2JvaxY+myvGnGUlKe+1Qb1GQ4WjxhXcY3hjzPgMhkHYbjl/bcXhi77F2JVfjDdXZtXZ6YMUcN0HYR/yUCEeluRUOz7e4g6d/4WohZPup0r0YDTgXgJvSwoq7HG8VYzZGc0iTJd7lPdkd3ipCK3Oxakjmsz+K5jg565sWl+eTc8s8uDcg+/kP73h0f9jvx/34yo43CqYNHGTJdlmYk9cQpZKfgZabrOermG1V8F16mktczOjoPwmQYHhqK3U3swIo1Eif2AnTmX1M90Ktb7qBuQ85t9gAjS0+lkWnPwmTKFe/At2LzDi25kqrnfU9OzPENQCTjVNwMAdh7oTu2hZRqYXTW8L4wBYBuw+U3SeRaReI5yv2IT9fF8l6XgBOwkTpgxYm51Ax5ie2d09vkSiXiJ1wNHB2fBw4e3+gi5rBZe7PbATpBX8kG45pleX7UReGRCyGKTZZ+p1BVCrMj8uZuWLH3mR5axYyL1ZHFum6GJj2kxUA7Hw5mquIHAacc7gh4TauSr3LArlE73ARsvu24k+2gJ82wvioN9O0YAvMcFD0EJAHJ8Q7hseJZ3+qpblVLr83E24nSAmXKdF5Ixwfk02+7DvnRxPvXd7ywQ8eMzolhMJO591sEyko49Qw76A5GxHJ/f7Y+XXRlA+Vxc2O4qXPX2UlvS7XSzWwsUV13HhiJ9m1F9KZgZHx0hjuModSMMVA/xk0ewPC/QvH/mtSX+tdgi6y+cyzfRa5eS+Ammmbm5UpF+HLYh9W5zUPN+vi0O2pC/1y7hf1SQYJmXljXuTdRX1R14jxq8G8xA7Y2D3q9CSRnkxWJDx6mKQaIWYrd8Dk1cWgy5bcQi9KIlWs5MXRZBm3G+x+kRpou4nOLTLuqI4hBebZoSqE+rla4fTrsmovjkaSKVkFCImtHxk1cDt2+KNF0vlizKiQgoPO1z7RQjEXY8jYQ9wlHvRHzv3RtkEtM3pKntZZrvZPGyf13I5tLWzKnNt2smqmubH89+3zaDnJU8pxbS6zucmeRcOMOpezmVlY4ZLzm+XdxEWaL1GteDCYU3YZRdljLPni0H8nxjGz3yn3mNd7cW5noWzj61LfFCEZW1yiGrW0ZMBr12IuAERj3ItZlpaUAbVjTnJs2onD44H9u1vOf9TjD4HpvCV2ziKyeqmqJJkiTDP+dmDzsuX0OIBTnE+kZI7ezisXuxN/9d3v8lcufodeJn44PeZ//cGfRyZn86HI2jthumhxU6rxZHaMxY6595+TWBc5dTprOTzxjJdiLU0nrc+WUiQ2JdRSAJ7PPDMWmRX2ghsb+udmJjfv7Jm/eZbw+3F13LVej5Yd7RFx2YQsLv3tAKs4uc+dEyeLEVl5T1QD1yKLM3iZezlzWn9Cset+3I8fN/61wyXhxZ740196P+7H/XhtvFk3b8mSLxaZm2JshpZe2wKok1gvUl1ASq7cLqAMFNlEhkeOsx94+NQzXiZjNy6UeZeWhYTaw1Hzg3raQdwmZBLCUcw5OS/2s46aJMZK+0GQk2d+PKEh4CZX5cn+ZIvFAlRjJ2aYmtmH2ILrzAU8nEw6O+Zta1/a55weevve2Q5IdUHOgNQ+y3q1dx/C9iPh1a8pqaWa5YBtawq2/TVOKwPO2MDpiWVrN3tHe9vQ3Jju1s2KnxbWM3XOnG9hkQpGMzOTKMTO28K09L65zEwopGzcVfJNU1gWiuXcloUMLH2ipd9y3Endlth63NwTWk/q7i4YpBjr6NLLnDJA9SPVWXzeCqdHgbm3xem8E05PFrWDOEUfjdz2ge0PQlVH0HjrUxb7PM19b+2VAfXjbWCYQ2YIEymugC+gsyD7QPdSGC+VJw9u+ZMPPuS3n77L8dO8wF9dje2Vme6VhbU/Wr90OBaDL81mdFoj2OLGc/New3gBIRc3Ym+55PN5ssLS0SS72ijjg8Rp7/Cjw49Ke62cHgmH70y4zUxKbpFgioG6IrdUl+Pfco98Zb3Ker4UgPJ77VoqBTObiNWQTDBmUsTYLFcvusqixdYz5XYBP/ykm8qXZ5weCe5tZTpX3NMTbz+45frQcxx7qEZSy+vLdCvA8iZfAPkWhxfJoNoypyf1uJOdg+lc+dr5nkf+FifLAt+JMd4xCun3wXhFTUzqiMkYyM2DEw/DHk9iSg4/iLG+JyrzOzYBf3L4Mdn8qD3H5HlkNxAnSiuRpJJ7ugOzOloXf2ovd0KZ1LEfWvpxxUzn+oQ/mZN9d50IB3MXl6SEMaFZBiRJlx5Vb+BGIZt0GbMrUSFZLJN5DWjt9Q/HZLFYqpQM59Q5M38svdhFzVEKirno6yZjHavBYrnXjebiX9trCpDUHHGVGefqsVG+AxbgVmTGpRiQVgDPm/mbNInGR2JyiCj9ZmR4tOH4pGXzieJGiyycty6335hHgiST7zNF2quZ7qXn9MQRZ1/JdOeSFe6wAs6IZ1Jv35XKs0+JGzi+5RgeuFrIjTmWqnnQcAFsP80Hsph1gR2HpiE1Zmhmyggo1fvquZGyKeVtYu6F4cJxswu2fji3Z95S7Db1VrNXmv0qlsx/wfdLKRB5u7d9UV+/uAVY31EZlJ+7/CsBbxnUdyT6xfVRLVruftyPMvyTx/xX/1P/h5/6un/hH/6nee+3/tHPYYvux/348o03CqZlFlJZ6RXQIgt4VJ9Nn3yJYVpkxeZevVTNFfucpp+RpzPTizPaVxA3JotOQWvEVjGWKQA+NZr7uIDW+saQbKSUozskgzsNVvB3oxC3Bg7DwUDE8MAq8s2N5n5lwTWLY3hqDXi4lYFSzUiOtl3zNrPZ7Sp6KrMJsVO0WdbQ8y5xGj3v/J2B8aLj8F4i3Nq+jZdamT9Y2A9/gu6lEGb7f2ph2inHRx5/jFXuWPJCq9lVIOeHghuMDasRI57KSC+MSi52FOY5FXZ7Xfyg9rzJXJhN+/kaEMfWCg/GuPu60K1Fg8wsgEWU2OLIFltzszCaomoy+1vrGT+8Y8WE+TJCSAYe8/rS3zr8CKdHHlyfwaQzNmS14PWTFXi6Z46rpxsA5jHgQl691oWrncvm1kzqPvv6BfsnHWE7M523NLf2+/baQGp3pdl4z5hwF6G5Tq8VHdQW09nd+/CW5/CO3Cl8dK9yQcc55k0phNhrUpc4vSWEoyMcTOq9+VQZHgV0M9P3E80ucvPNjuMTz/BIwRkj449C/yxLJQWL8ymGbOFuT/sdVXY5JLkn2s4LtZe6zIHi0u4mRYNJL6cze0H4ioDp2IF2kDaJvjOwOM8OosX+lQim0psvZPYQKiA+qeBRGoEGqU7ck1rus6jNj/ky8qsPPuG95mV18m4lsvUjTYiE3Is9qWPIjmFr5+ySNz0TuUk9qsL09sRf/Nr7vBOu+HB6yGlscqEx30u0ZJUbO53GdZ66cLq0c665naJ1Ebey9I4IUYUxeU76kxvpE4m9tkxTYFM+ohCIyYpxza3S3JaYLojB41yqRR8XM2ieQIYZGeISRaSae41zf7Jm6Xee2+qlMqkGpgW8qW1KZGO5X9SOJ1kVF8so99O47IObIox2TrQJ5WUwOmOYhxE3JiT5bOj5GmgrUuPysxzHVJyhYye4JhEq4BXaMHP7IDJcenY/ivirI9o3xM4x7RawqEWGnAtlzVHxg2NWMZl3vjkMU+DfefUer6YtT7pbbuae/djeafuZN6BPlGWNoJZ+4ZTumWf3qbNnTlIIsgDRGNFpwk0RP9jxnLfW/lJ8O9wEMivtrdLcRFIIzGcwPMrquaB0z02hs/lwj3+8AQ20t5FwM1VZt6zN3NZZ37CA5exebxdOTpKQnLu9lnaX1ye1gsB6yGouvaZIeF0ddD++2kO6jv/Y7h/z++3nvh/343780483CqaHr02E4oBYEGIFWVpNiNbutVaRl/p/LfLu/PN5tBf7rTECsS8Mc36dW55tcZt79JJlBcsEbhCaGyFuLDNavdqzagWMtPZtg/aR2DecfRBJwdeHsx81/1kkyMlnphiMbc2LSfXK4gBLNeIyM5oFfKYGUmbyZQbdRs7+8gtevniL8x8lhofC+ffss1/+GsZGlgxPBX8U2muhf640B/vC8cxxepyjt1pbCBQ2280GlmJbDIEKiNUcW5TNgXrJ2aJaTajUySLP9bBaAy9mO2SWpeQMrxeNGZj7XEjwo1YwL6qE2xGZIqnZMe7cHXa7FGNcVKbWEVsqmPVR6a4j7U2WwaswP1L8drZpVMzwoi3yj09cNUJL+bwUxru447pZefBdZX+zY+Pg+FSJ750+N6/Txcz1L3vcaDt/PfU07cx0boBRMgPfZDO61BmQnjfWL+hP1CxdNxmI9qeEi4l5Ezg9csRNyWTPxndAe20S1sO79plF7YBX4lliOveZGbdCw9mPHFfnDc35sZ6O8dIcwEVhOlOmM8VNDj7O++ZlIUrCEh90Z2jJRV6MkKpTd2bUSnRWiYGTaPNv3plxVYmF+iqM2rowC8fbjmkycyabdORIHZZrSczNu3MTFzJwnitSUz5eLp+gQWc+S8r7x4dIgvEBXH79in/m4nd57A7E/IG9THyzfc67F9e8Om14Me34f+x/jY/7D3nHX/PUjzxwdkO7iTMRMx/7YH6HJkQePb3mz19+n3N35Cp+jdt9z/aYJd65eJYC1e265D3PnRUVp3Op/f945awZaCVWp/FJA16U1kVOqeGkiajpCx29SxFhHIIV2koLSvl9hOagNAcDLXNj/hGSXI0CTLmI57wzj4AKOI0tVCdWFy65z6sR2xwlOCdkmqt0O2aDvnUrQ/LLudek1feieiV4sZ9n9U9xqdZibCUrUKaKzBE/plpoLPfcuo3FiKzESOWis8aEGyb8SYknU940PuJFTaWcW1TcYUIGkzk3tzPtzp6DfkyWG961xF3L8Kjh+MQxPkh07Yx3yQpAyXEaGz66uuDq1PO1s2sATpNJwlNj5794NhRzzhTsGcjq2XXnuDsBfM3edoeR5rhliPZ8p8tF3mEpBPsxmULCmYv8dBEhKDI4/BFTLUzm3dE5wZ+iFTNgKUT8pJG0tkQjtRy25E2XoXf7v6upWnHzLiC6RmXlc98E5l3/k7fhfvzsxwef8B//F/951MOLPxP5F//a3wLgcbjlb2xPd176X/zRXyX8zgf3cur7cT++ROONgmnfz9AmmFaV7AJ4WRhFMwdZKtI1qkSsKs0KnGkGj/PlzHwu9sAXzTLxzNpMJtX2R2Mf/XH5zGJA9uoXPeNjKLFAhSUoudeGPqB7eCL+1QOffvcCNyrtlaDHzAYqdxZszdHQXvILAyNR7WGeSgRT6bNeHvDlWGjIPbZCZc3/+OOP+bt/vWP+Ny4IB/uZH3L1/9JAtx9M0r75NLtQzwt729zO9FfOwI+zPtUUJJt/OcKQFnMcNXbBz2pmr82yc25W2v3Sg5ZCAdVWKS+fuzYlW7uU2w8XVgYMNJfsYZQc85WLLHPCXR9wj7cUqd5aPg4mqyw9mam1Y7F5mWhfTajAZVKmzxzzLsDFAJrZAafM5xE3+awkMJOwmF2FaSB6Uyf4SbM8Vdg8S9l5WJje8khYMT4KEhQuJ9Qp2+1AUuFsM/DZ5Zb5wrbbHR1ucgRd5moQW2Bbj7LNq27IcTdjxA8xsxFNjQwDOx4p5PzUWyUchMnrwhR7RZtoTrjXS+Zuc6PIJDiXmKLHnxZlhh1YRdtihrbEGK0ZkipXZflbIAPqDKSzYkO9VAfn1OSWAqECZzdbsakUYeav2loxCnoITJNbboCrfnwyu6oqND5y6Y9cuolLZyfskOKdhVsicUiBl+MGFIaHyn/gnR/xa+1HNFlXGxGcJL7RPOdPP/yAf/Di63x0uODlsOXfDN/mvf4Vf+n8d/kL3Qcc1PP/PPwqn0yXeEl8ODzgYX/kFy+e8Z3205p5HSdnCp1gBT8DjksMWgqlJ1aYtlnJ4w34ujZy0ZxwJJMA550/Dyd23tG7Cbs9//iO0Uk9abQWGpPplvsTtfgkRWnhMvjVMhEBnwuEAVLrcVl9o95lR20rCrk5VYCqTmrhrY45It6j3hkgXGF/0Qzs9wn1MG3teqgy7XwvsOSFnFTQ5Jir0STkEldAzJncWKacrewhdjmbOr9WVz3G6l2NYUITsj9y8cOJ/Xstzy+3vHW+tzmkNi/9qMvrnV3HsVlUJxrsu4YnPTffCNx+KxGeHujbiSma1Z0mSMnY2mEK7OcWh1pPdXnmOUX2gebWCm2pycqdXDgJezHFVD2QqwznEOy4HEcDw+pqsbq22r9W+CvrELxa685o/hjHx4HYXdh58RBOjth7mqsROY72MYt+HfE5RzutJkA2EiP3cuvazRuWc1fk4S4gMRqIDiG/RO/2yKtC8MyXPfu375npn/eI19c8/p/8HQCeiPC/Ct8BwH/9Xf7rf/M9AM7/yqf8d3/tf8u//o9/lV/+7Dff2Lbej/txP372480akEVHKISvlMVyjn66A6p1edg5XYipwsq45SFajcg2EZIYuB4d4drT3Fgfqh8h7NWMl7LM2g8mAY6d4IdE2Huygw/EhSEyU5yyUIHhxYZBFC4ifu+QFwY8xp31mhmrSs0wtXgrW4T4IXH+gaIucHhX68M9dgac3SR0z2wxdnzLJG3qjN1zJ4e7bfk3zr7N4/M9H35zR/fcG8ucgap6hRY4molYidmJrVv1E2tmzIXkXZYt5/PTgE5S+9ZiI7ghZ0R7M7UhFxmSM3AeDpHUOuaNy8czn8csKddgTICblbRawdgiUq23OPfikheusMQkqZcaeyVjZzLJzHzflUPm12XAX+TypbdwOm/YPw24GTafCNePevzFeMegx80m2/cnk3+GALHzGfytXjdoju+S/LdneBzQtwebKyuts+6DLQ53A+/fPuA4ZnmqAk1CmxxXdVjipoqrscm+7btVxCSlakyYy/m96+KEH026HTub16kpi/A8zyaHvxyZzgObT+w4rR2FAYJL7J8k0pkxQO4mmCpCl+N5x1g6aT3Wmp3oq6FSWSNGrYUR+86SNS+VlU5e8Fn6LdGKNBMm5y8+C1/2cQdkRUHVldbJ/EO983/JLshlNBlWNpIwr3/BZam3k8SsxiCmbeJpd12Ny4Aq9d65gb+4+z16N/G9w2NOsWGMng9OD/he+zbfDC/4YH7I337+x3h2POOsHXjQHvmNR+/z53bf47G/JeLYupHQzWYm1skdQ0iwSyS1VviZN1QHZxykPrHdjrzV3uBXk7PJ2WrH2PBiPuNZbOjlxLlrCXnfE5qLBxOfzU8AOD10VWVSC3fR7l8kxandm8NJ6rOBVRHPALVDS3YxNu9VMUAZ3CLDLi0uo9b3SY4xcnMiDEu7iptz8exgbHRcXQuVbC/3OTHfC9ebEZoWQ6q1S7c4xLta8LLoKyF1YsUAMGCvioZVj+96DCP9BzdcfO8Rn35ty2kz4F1CVZBJ7NhMc/5sz3gZOD2y2L2uqpccwwPP6bEZyXkxWXeMpTiU55xPtKGY3AkpZUVUk+yeNcLmk6xeyC1WqfWgsPl0URUYUyvZjTwunTbTTDhEJIalqFuS3mJ+RpS4Pr9S1oi1gg1PrCfcj7Yw8YNtk5sdZx8J4dXBpN2lX/p1h3VxqM7mxp3BsTpyvBq5H1rugu/8vgWgy9K3v8rQ1saRti3Hpz23X/vpZnz34w9wqKKTKTXm7/2Ar/+3fwCA++/3/Hf6/xC/Ov7WWqj3Bz7S9Q3/yf/lP0/sVkqHpwP/l7/6L9153en0FcmcvB/34w9gvFkDstWauGTxFkn2Orvzju+NvPb3+udZyi0F7Iqi0eNvPN0Lizwpn5caYTxf3t5dwXQm7N8DP3j6V4nbg7N4qmQAz80mt43FFXkzo887nvw9YXhgRlaxh3RYKt7qhNhp7QsEW8SFo9Dq0pdc2ObUlt5q+4zdx4nuKpGawHwBkoTNB956bBPMz8/54Nc6yH3hZlSTF1xOoThBB5i2ywJBrfWSebNii91icBOGzHCPKQNSWYEde7gXJ2/IRjmt0BQTqRIRA8gKEKov0TGfnwvWr621H1hWPyuMtKkUhHnXIFNcjIQ0L2jz9qQMwuuCKH/feO5Q3zFcOI5PheYazj6MuCnw6k+bgR0qlIzlsDcXXus3VzYvbJE9bRfwqT4zP9OyuNasxrO5qOjgkVtPe2Oazn2zIUbHOAZkFmMf22QmOEczwfGjXROxF6ZohY7qGSuAs/1TL0hMNPsM6PM6LHYmwVePzVkxNt36M+1P284Mbw/E9zc0N7nPf1baF54XZ+eIt1aFFG0bw62pHKbLfL26pVAA3JV2y506QpXzmwLhtfe4BUjf+XkmBosJ3bpF4Ms+tNV6PRbjNi0mb+tCotO85la2YeTCHU05QqryZlikzr7Ivedgn7GbuQwHADMPQyrz61HeCtf8xd3v8s32OTep5xA7EsK7zcv62rf7W3o/86S75b3uJb/cfcI7/sp6txWeNld848krfvhwZxGC4e75nDY59qzN167LDHCjaJ94crbn3eYVjURGPJ5EUseLccf3rx+xjy0v5jN+qf+YP95+zLcyKPswRm5Sw6t0zt8/fAtxyvCAnNRAnltS79eSWUI/2PtLu4gpXKSqKsoor7dC1vLckpgWsAM1813bgLaNZWoPE+GQ8CdvrSgYOCuKkjvXQpZ++2kpCNr92v5dJOf2izWgXkBduVdau0z+/TzDDELLHUOy/EdjQo4Dm2cz4WVgeCfQtxPDFGiuHP2L0WTrwZO2DXPv8nNBs3eCI7WeuRemiwRdZLxt7b7SRiQ/s52zFoWYhKtTj3eJaQzIlHO8neJPwuZ5JJwS47l9ZmytB79/FZEpqwFiMia3aQzYln5jEYthm8z4szz3Uo6X9HnOzRufEz+sWCU+oZ0wNcp8JriTeUakIHBmn9scHLv18SvxZKrccewukvrcolHY5c85sZfzCBnx53OZQXiJPCuMtG47xoc9h7cc0+VXo9j4R22k0wlOp5/+wp/1997c8O3/5t+58zNpWv4r7/zNOz/7lcMP76Xn9+N+/HscbxRMa3TGHBcWurLPAKVnOv8ss61ofm1eRNaf/7gFdq4gSzQDE7B/+2Rgtb3NGZ6T4qJjOnPZzVpz9FGOP5qlMtN1IabAw5Hbr/dmnrqz/q5wsIp9OBr7MG0zM5iZ6gKaY+vwk1XZ1xLveWfSMn90tl1jwh+BaMD47ANlPBOufjVx+TuO8KxhvsiLPzHppB+BJPSfeC5+kBjPuVOgsNeK9d1Fas7mkr+6RNfERph7VyV9qcmOrY4sc1YD6pnhlpj7+Up/XpEIy/I9lZkqcvbKdC7bJwma0eTMyRt76cqiNIMsSZpjuux3sTFwabE0y9zRUNhUW4BJgv4zmz+Htz2b54n9y8Cce/hlExkvPN0Lk4PGqaAa6F4lJDlODx3DhU3Y9iq7lzfGrqU+EkSNURJgcJz90NHcKm6Cl11L3Ex1++rJczBeiMVgYQWckn9alA3N0UyOkhek9VlSrWyfzUy7hvnMjmdspWao4ux4+cHmnuR2BVWh347Mm41FvHlwKrTXkD5uiZ3SvhK6F4HYQ5Hid8+FcFiYxWKCVqJ9FjqoLDDvXqOVLVsVx4rRUHUpX137uvpMfbMlwJ/bsOOh1YDrDoguLS5KrViompLggT+wXR3r11mQqOZsfTu1ViRsEufuhEcZMZdvWNhpj/1+137KWLX+5hreSORtf8Nfu/wtkprceisDF+5Ek/ubAd7y1/yzb/0uf+tXz7jZnhNuXb2XpmBmisXsEWz/tFVkM/Pk8S1/4ckP+FrzcnEUF8uWdpJ4ddhwfer45HDOPzl/m8ODju3m9zip42/vf53fPb3FMTb8ztXb6Gw+Gm4uxpYlRm4BqKVIVe6BpUgnzps0OrPTVgBUA0jJAK3IymhsffDL/G48LniICZkT4Rhp9oF5I5UpT8Fk6KtDjZuVMCQKm5mypMtAuubPi/XfOs8wjagGJCbcaHFfEh3+lMw8TdXAZrT4qmWCRHt/yvMuJcIhEo4NU/SEmDgdW3YvhbCf7Lrf9QyPe6btomSatw60sXaivRL2Ft3nTg7tFG2Sgemyjy7R+MQ4e45jQ5rzvcQr0iTmnTJcuOrTMZ1ZUcZ8PQRt3CKVXj607qMGz9z7GlXpsm9J8SOZN8LxoflHTGdCahOun/FNZJodTKvPdpA6re1DugLPUjKmXZaar83E6rywB57qYkZW+6ZLr3fpmy4S71qbKZI5rFe/CcyXGw5PG4aHJoG/H/fjJw2dRuYfvf+mN+N+3I8vzXjzzPQdae7yR8UkzU5X/ZoFTK9fu/4sZCniFqDtDeD6wVhGl+Vc6smsHhyza2z30j789FBw0RhlmU3OVtST9X0OdPIWpdRQM0vba1vkpLZIwKDZr5xr28Jm5n7BzHqW/OjUZtdupzkf28xVNNh2p065/rZFhoSnB07Pz2huzVl86aW2aCTpI+MfHzndbNl+kmoxQSu4LFJiau9e8kKYEiWqSTVLDSuTZAtNM04TdM7FiWySk1orJBRQVVR8/qS1j9yVTGlnfXF1m+q5X86ppLxYaWwBuRQ+FILJydVJNo6xSsuU5cwqxsbHfnH7FlXCVaLZQ9hHjm81fPQfHBl/pyPsYUoWj+W8EvvEvHW01+CHxLR17L9mi9lwsAVY7KUyVt2rGTeqIdLVIlqckjaR2Hm6VxlANEobIvPkK0DVBBqUw3upHhM/ZHO4PqFBaV54uityUcaM3yQDDJnVigJZxl8y2tUZGPClTaHglVkYT4G2n0k764GubKGaYR3AfKbWkxtsfs1A/6nQXeXtLK765MVpUrMa8OY6XebAonwoqNhk8cZW5/fkvv3C5IEVKIrjcQp32w+/1KMUIIRV3n355XLMiXa/tBZLZesGts7TSUPCCkBRlUkiKNzqxMfxMdfH3u5zOZt6bezlJN1hKTwJL4lGZjxa3cJ9/r5vypSBt/3OvyY96d3En9n+gOnbnt+8+CbXY4cXa9k5a0YuuyNjDBznhiHaY6nxkaebG37t7GN+pf+IfvUdHisa/NmLH/LR4ZKPri54vt8C8G73Dr/WfsSn8Zx//fmv8IOrh0zRczq2yOArsLV5XopAq2cMmNw2y7rNHbrId6jFq/UoIBtVaCzb2V5vr0uNFbfuyHRVcadoUmkWMB17YV718lbfidlY5dhJvUatrULvgsjMlmtMSJpgnJBTkTgrboim6pkt8osQqHFYhcnOjuPiHRr83WtcFM0RjCk4tGuIu5bx0hN7O47TzkBkL7B5NrL9ZCQ1LccXFjV1eiuhF1jhQqmZ02/vbrloTvzW87e5PXlrLWkjbT9zehS4+QWPzG51TQjTTpg3nvYmO2PnvmJiiYRQik7ejDOhvTFviNRY8TK1MAc7R5Jyq5UH30S6biZOHj14uucef1wKwaglZLT7aPnhSVHS0kfurXDyOWO00qeelNq4Vly+pRTH8lx5nbWW1dxyHu0bpotg+xFWc/h+3I/7cT/ux89lvHkwDRV4LHLjZbFt1ff8IM/90iqvPS1qkzC2MMomUuQFZtwl5o1HkjBsCxNiD1JJlvGZesunjhvLTnYTpF5xg1TjMXVmokXu7QbQwbH90ADB9XYFir2gvcUmNXvbwRQg9fb+5IEOYpIq4auMd5YYl92aN65m/KK27bsPhPl7O9ob2H2UeOk9KaxktEnRwfHwyQ2v3tvQv6AuBF2yxVAByMbuGgNti5TcF52zg/24MIipkcVVOy4/L/26xbyngDl1BtbDUYm9yePcmPuxhaVI4VjUCVKYal2coR0LG5RZ2XlXZIUZuOXFsSRZ3FknW3QlscXq3GeAuHEMl85ym51y+KUR/zLUg64JM6g7LqyVOYrDdEaeO7bdcQOvfskRji1uhP03FNpkhYI8VZvdxPigYfMZDJdCejgSfKpg15BkLiw0im4M+Mytgy7R7kacU4ZxS2yWiC7Ni371QtyYqqK51czaLDnOkBefpcjhc1Qc0DYz148j7VWw/RWtBSz12cDuQM3qlmTSSl8kqY0ggSWmq0RexZVJzhex0vke4KbMtKsxOAVQl1EM8arSwL12/X9Zxx3wzML4F5Cde2fttRY1tPETPt9QHULCptYI3KQIRG6S44PpEadjixfouqlmU3uUCUhqfdWFCU65z9qT7uRQV3ArkdJxV4B0xLKpY6bUHvlb/vLZd/lm95yIqz3aOzfQy8SkFnEVtcjRMyPuLAvtpA2eRC8TDocn8evdB6Snjr+3+SafHc/owowT5aQNN2nDi9OO20NPjI54CtUzoPYeuFzA7KXe9wzg5AJVMpOu1HmLf5upMXDFw2FJETB35hI9pY2s/CeKz4JC9pyADMJLMS0oc2OtGGFvBcpUIrVkUdrI6nlp9+Esb/aWv0wAiT4/CxWZ53o9Sc7CviMLd6sKZgbXUiTK3ptD9NaTWiXkvG/fJKYzmHeB5sWqsJOfYQZGhf4K/H5C5sTOC24yR+/TW3YeTAUtxOg4nFpetFscyuHU4Q7GEkfXMCQ7BuOlQrD7psvKLSsCWmER7w2oxpwPDlZ9E0HGifZqYvPc40el/2xkvGyIfWDe2naLt+eV3ZeEFD2aK/Rh7zj/vtK/jJweeOZtfsacoL2akXnpz17yu9PCNMfapLMCxGsJuLOotXIeVr3v5TxVeTcYK50d3K1QmeME0+pmez/ux/24H/fjD3z84RFMZrAM1AWieosMgsw05tWkaO4dLItKQ9h33xsLoAaCPYSHRxDP8sOrFOLnvBhyMD6KBuSSEAvISc76kDWDQ68V+Bnd7KpULBwNoMaNAWpFmDxMW2+90MX0BmM2m4OZf8U+S2YF5k12L10tmOZOmHYKQWmfOzafGCtY3GCb20T/mfUAl2MgCZqXgeenR3g1053mVlfmXoX112oO7Edjw0uvsj/lRbmzvtniFF2k5yU71aJcFgBkPXNS84cjmqX2ip+kSpDL/lXDOZY1bvl3DKVXcWH31TmCgj9NhCExbf2ymCv92GoguL2OhFNk2oUsO1Taq5npLHB87OmfRy7/zZ6rX4/Ey7gUSZLgJpPVW2+etxzoK12AZdkHD+MD5fD1iN979J0TTUjGOgOCAfYYluICg2fTTkwbz3HfoI1Ck5Cjx+8dMWIy1yjo4BilgcnRvTJWJraSQf7SWxnz4t0PMG+tYKOhVCaWudfc5p7MbEgyR4c7m5i3gYxbTFUx2VzavW8yzf27Di/G6ITc+lWd1ovBWJlPsHgBfAGgXp/jcr5kVgjWEgFS31/iwdQX5vsrslgUFol+/j+wAtnLuUUU55SNn5g0MOmRtLqYEhaRFREG9QypISXBeVNI9GJguvRAe5RJPTdpwwfTQw6p5dIfeeD3GTwvLHUvU/239TTbBpvrdgbG+Yb22N9y4WzyFHBe5OSvj/LepI6TNiQcSV0F614SOzfwpzcmAf9svmBSz9Pmil4m3vLX/KW3vs+Pdg/55HjO+88fMA69SYPzcTTptdZrSMXMvop5njqB4PJ9TqwQqQVAV6o2z02xZ9RrfgBFAWVFPwdNMBZTLBJsnURQohEhX3+6FC5L0ax+brB7U+oCbjDArNloTGIyAy6926ObSiGu9lLnbV05epOTAaQ4kntfjRzn2RMbh/OJeWMtP8yRcH2if9GgEhjEislmppZwhxFU8ccGP4Z8zCGESErW6qVJmKfAZ1dnvNxvGPatbbaAv3XosYXGpOG0CZKg2WvCJNfWNlWHk7tAVRU9DYRnt+yCHXc7ZneXQJLbv4pb+nHbsh8dDJ5uL3TXkf7ZiHpz1mz3yaLexnKcswR7lQNdDMaWi1ErwL/juu7kjkt3NSSLKctxvCkkRKxPum3s39Fc6Mt6SL4qyp37cT/ux/34QzLeLJiWz/9bM6MMVEl1/bUaaDOQS35gLgzXnc9LZOpzAegSQYb8oKrMm8m0jbVT5OgJR2He5P+bk091UFVWwAHbnmkraDDQEU7K/mvO+kvzeySxGMzkXq3uSjn7cOL4JDCdCbuPk+UavyMQEnLwBsi99fjasTDWNbW2iFKBw7uJ9spnps/2LTVWLXeD0I4wb5Xj0+w+OttCBxZWpPah58WVMRdKOOVIm9aZ9dEquqOY4BhozZExLvewrRyeLS/ZZIuVPc7frWWRkdd0a/Oqet7zgrfI840ZFdyU8KcZfwy4c2997rmnkK6YbonlM+8n2k/3pE1jPYtTJNxOTNsdkpTH/+jE8KDn+J1oayABnV2WY9vGFHl+OOhd2XFWFWw/FGIX8CMcUk/6Rs5oLjnfosRdZLwI9M+V7pPAzVudmexE69/0fSQdzSzPzZ5pV8AjIPbZZlCUF8ZBcKKQe/9SY7m1JVrN+vJZJKFZOh0OGaR78wiI0eGcMm8tPoviwg0010I4pSylzIz0sOoxFQO9EjUzzKvrsIDkPHdSAcMKiOA05bzevD+tYzrzDOe5N/xg83C9T27kbszQl3ikRnFNWoHp129y2LH0ulLmJrZuwL/2OgdsBSaUAwZ0UTum226sLtkRx6SBE8LH0wN+8/bb/L3Pvs7VfsM7D67ZNSO3Y0cfJh51B86bE2d+4CwMPAx7672WxKiBVmZ6Mda7AO5G4h2peAHGDXwOUPt8bx8FGqyndyzsNUIjkZbITkb65jnvhCtG9bQSaSTy2O/5G5f/gMN5xz8Z3uF/L3+K7758d7nX5HtPUQBJjieyKD23MhP7vGP9HcBcJN25bxrnaiSUmXDlzo9gsVS+DUhlIMn307sFyfI724ZVwWo9PwKMZ47mIuBPwRhxydvmXQbI1jOszpG8teFoBtQG1lyeOO4OALTJkP0jYsRNZgA2joG5nQyb52Mmc4TjQJ8S/rDDj52pfk5K+3K0fmyxe7Y5h4M2Ce+1pidosme1kbkO8YnUWy+633srEPoMTGMpYuZnUlFjqVZncZOuq4HbDFRJihxO/P/Z+5Nfy5JszQ/7LTPbzTnndn7dPbpsX1/16pFVIEBSEggVIEoAAYKAJECEoJkgQYDGmgqaaaB/gNBMkAYaChAgiQApiBBVKpIoktWwGtYrVuZ7mRmR4eHd7U6zG7OlwTKzva9nvFcD8aUXMq4BjvC4fu45++xt27Z96/vW9/mHjumyJ+4aU9XMih9szQsP0N0l/GimeKhnuC4Scdh/6pg2PcOVsyz0g6e9V/wx96AXMOxdldrbL9t/pQkgHxYuyl9lcQKvrLbLUySRM8QgBLQJVpRRza0y1i6WGn6lPftpPI2n8TSexl/s+LhgOmIZ02WDXXw1VgXzApJNPqyL8RSZnX7Ezqzeu/x/NueZt7pkSuZ/t35cV42v3AzNg9DeKsdPHKfPjCUufVaaDX8kWkRU7BzaRx5+JKSzyOlN4MXfg/ZOGa6kHr8/GQBRMSCDwP4L4fiirf1Zfkg0D2p0g5jEzI+2CYsbQUORiivTTgwsT6BBmc6dMb/5e2guHISDvU/YC/NOq/lXAbCSiqGabUpiiSdyBnznrbfc1VBkZNTigklx82Yq/0n5PNU86XyONZtgFSMxaSzb2yVFk1TzsCL9fmRc5uz8uAjNwdxewc6XjHPtlS6vd6Mim9xX6GE89wwXO86+bHBDNIbJBWQyV9jpLDdTO5AmLQDwYPnKQJa5Z3Y0SO5/JBuwQfdeae+1SpGTFx4uW2RTclaWianBzG3mXWI+tcSDOW65kyO6gBuF9s7Y77A39nvaZSXDXhkvl+tQQLLL2bhutgk3nVmuNkeq0qCoKcYLZTq3wox6YF42dqlVxgs7xgLbwnExFWsOILW/XghazN9WhnO6cnHP87GY1SF2z0re+Na4sjkRe8905hjPJJut2TUvBSAD6aZKke9I8ou2aoBvbTQGj4sVebEM3cyz3ZFP2nt2MrN1TZV5A/Qi9OI5aMSJckgtafRIUC47y28+aeCUGt7GM/6r06f8h69/l5/+4iXhly1hL/z80pztmntHapQ/vkhon8wssY9stgOXmxONjxynBhFl20xctkde9g9chBMvmgfOvJmT7dxAIzOtRByp5lEDFXgv/7/8/aSuSsGB7BjuQObKdhd2fScjrYv8oH3LZWsFrqJEqiAacixVXgc7Xw2+TMatOVEgWaFxzixxIzBn8KoZI2UjPqBKqtXZmlHdub2g3oBQWUfdaFnGKZRn3eM/9f2K8WBep4rpo82HfCy5z1ZCMCMxgOysDVjawryWF+eH7xpQp2xipmqu40dLPEhRmJMjTp7uIDT7GY4ndH+A45Fmjrj5DDf3eT2erbjQBFJwtTBWWpnsuEuVWvFe2fYD3icOKujJE89ibZlxJyEFDyH/foJwstYhy623HvfKBieLB4N8HjNAnc49blTCIdHsvRWgR2X3KtJ/M4DCdNGQQoMGYd4qc688/BBkFrTRnHUtZtB46yk9zIRAZf1Lj/xasu1ywdLnZ0/p7Raxa+DElAvleuR4LPFukbGXU+dMGq5BsqeFVsXR03gaT+NpPI1fz/ioYLp71dDehwwwlNQtYAYAKUDWmLTys7qZrKB7zUAvTHQd6rLkTKwf7ZjBXI48KdJYP6qxvwrjuT28U6uk1uTRReYs0fra0ujgbEafj/ig7D6955cvz/F3xirvfi707xLqYbhw+FlpHwzE3O9g/J0Jdxdwk/D2rwT8AHGbK9g5bzkFyf3S+ug7103YlDOI4+rri7GSfoT+rbL9Zmb/WTB2XAyklN7kGiGVmZMKgBWmna8y3tqfl7CNWlIDrikD7eJImjepKWRH3Ki4JBUQFcftNjOlS78hq57o5ecpWC+cbTKLGV3ub5wT7mSguErXc4RZ7DBWY7bvNF4Gmnt7r9ibo60b1XKqG8tolhwxFEdH99bTv7FrblFVyvG5q1LpMtyAyeejSdnnjTCdW8FFZ4dk9sXl+dm/sR6/eJbgEGi/CdaXfBTiyVgWN2VDNy+5L1Fp74VwUuaNLMyakmNeDMz2byYQmDYt807Yvrb7abzw5hBPLlg0StzkExyzxwB2vlJjc9CNgt9b0aY5JMLRCk+aewpjb/3+zSFfs6iVVauYL5XM8rxZXrFupegTN8YCxl4Yz1ydo2U++mF1G+fvHA4fsLO/oUPXgOPPGwLnZ0f+1Zd/wh9tfkEjiaiae4cNTHmERjxdXlzfT1sYrWWgdREviYjJqb+arvgPXv0+P/vHn7L5ytPeW9Zy984WjWavWW1j1y41Vmg6Pet5uDqrCh9/MkATzyKyibg20vcTbZgJPtGHmU2Y8C7hROn9xJw8ThKfbe65Cgc6Z6C6dxOX/sCVP1QAXkbKcV5lRBxerY+7/NyRSBm01TadvPa7OSs+5mX+SrRYQElKSQ1gVcQpa5AjIZPmOesWxU7M4Lv1+f7M5omzIlOsIKhkqPshy4tL+1FZB8uyX3wIyr/n4q8du71nBdLF/CqE5aykZM+7GZOAF+dvsP8Wr4Pg7XuUnwNMs5mWKZCE4dSQ9g3dLYT3R9LdPToMyBhwTYPrWppds4D84KtUfq1OAqqbt6V6CCJK38z0zUxKwuAa2m5GRDm+3VjOfaSa4wkGol3phXfZd6EUEbyvoFVihOCJ28B47mgfEs3bmXDyjOoJB+hfj4TbE2nbIgrNUWlvbd5PZ2qu87mgjwC9Ms92DyBm2PbIwC0EdFxPnCIDz/FWdhIeg+u16Vh+L/HOor6CXzLBk0n547ZlPPf5Wc7iOfM0nsbTeBpP49cyPiqY3rxSuq2By8NnwtBKVanZLgeTfhW2MjuIatAFSEt+7YfsdHmeJMEdHGd/6ujfp0emWykUxgDIslLU5ME1lqR8hmPpX4zLv2ky2tz/rOE0b5DrRLyeSF65Dy3hYCDIXKjJmynov3HMu2AVboHjZ4kiS3e3BqyrbEuge+NzP50uMVPOwH7slebBetQqY50ZjeFS2L5Stq9mji8Dscmndc4y65CZyGzw5SYDj5X5ZNnAlWHRLA51xpTMmyVuKq3ki8uGcGGOwwGm3erc6sLEPLpueUjUzLhmp1U1tn7eehrn8MeJsA+Z3UloEMIgzL03heNk7t/qhXln2aTGlArt3YwebUPbPMBhcoQu4ttk53Sfs7m9sPl6xA+B4cLlDNLF5GzuBT/Zxna4EsbfOuFDYj4Gm8tJaEKk//4t74/PkFlwuwm9a3GTOaK3d3B/bcZj+1NjffpQ3XFP1zCduWpMBORYM61OwmGYwQlhaBjjwqwVibdEcypnFtzoMmus9N3EaWiIHhJ23zW3ju3XakA6G+iVnG+Xizzl+5eiVC2oFKZEH6sU7ILajWsmRY5p42pRJ3aLUZM6m8tV/aCLmZNf+fj8xo88f+ooJ6H2UdifNkSeN/va+wyYkzfFfkGZspFSUuGYWjvvjRJcJKr1I7cSOXcnztoB3UTGK0dqrQjp8hyP0QpI/Y2BQzcr88Zx90PPSb3J0yehubNrNh+CGXg5OPmeo6ea7qnPhdJon+EHW/P+ztbc62kSEpT+bOCvff4l//r1P+J7zXsasUXhQxC9RGfFlQGacNKGWc2EEuzzy/Ok/Eyi4k/zYo5XAGxpa8lMsgaX47HEQGgZ6zaYFVD1k6174QBuzE7a+SEiwdH0Hn/p6nGUZ5vk2EI355hCWYqOLrPjPicbqGTZdmbH1QnSNpXFlGHGHyOpCda3XdjNArzrfCvoXRZQOM+ZEbd/miePOzjCPhcGov2REMBb3nTszAzRAs+tx9nNub94Xs3f8pGr0xiTHZtzSmgi1+d7+jDz030LhFVR15Ra89be71Ffsq6uYWV3DbDGxjF3YjFhW28pG1k9FTtPerkj9t6eu7cxP/9yRGJaFe6TnZ+aRKHZQd1nafkq4/vREEGC/1Vmmnyu7MsvEvyuNal+AdHOGGz1graB6aJhuFhUDd/mTfE0fj1Dwgcy/nVh52k8jafxGzs+Kpg+vRDojYEtxkzJUSMU1eliuOJtg1Zei8Ok3sVk7NseIEpm+qzHdbh01QTMxUUua5FU1pvZ3UTCAU7P3ZIrXWOxcohFuzB84hQ9eba/FK5+MjFceW5/qyNulNjC8VOhuc/syGiyWHUm2e1fOeJGs5TZ+ma3v/BsXmc35sZ+7gfYvDHAcvhcagXa2PK84cvH2d4p7b2Zgx2CcPiekpqW6388mUz6mSN6gFVmdj5XJeLKj1oNwvyYCwy5R7vk/8a2sM9Siw+uSMYLqFpt/iwPlBxrJYvpWAHSq+uX/GJq6ifQQ35ft7znvHHEiw53nK1QMSbCzZG4a5FdqMWAtRN0+VmRwadg/XLNYaZ/57kdPNLPbLYD/MGJ+adX9O9NWeBPkc1xptk3nK4D03nevARjo9XbNd28SYz/Vc/phyPVoVvhNDRcnh25+L33DFMgJcdp9Ey/P5Amx+5vdrbJ3M1Ml57Um0rCssaF8VlCG2X3px4/rHrdyYx9duSVOdEcrHAzXDqmnRC3pSBlP08B/EnwB2G6TGy7kWn2zJndUSlMm3234co2nNPW2LVybZujZuZuUU2kYEA6tq72Qi9531KZu7l3TBsr5hRGPK0k9IVpWvfUo/b6Woz5TR/rYuGjn0tmS/N9FoX7Y89Pjy/4g/6XtQ/ZHK/tNQk4acQjdBIJEmtbTe8XYOpI/Lh9w7/92d/iZ9c/5evhknfjloe5491xy35oud33xNuW5saz+1I4/8VMOCbC0ZlipykMniM85JaUuawJQmoN4MgstQXGn6C9N2AeO8u11yDMvRVZpvOWn2yf82++mDh3x1+J3ip52GUdiXnyGGx1nFLDMIflnnF2XjVJNQhTLzAn3JyydHYlp63FQYU52f1W8oXJ1ym7e5PEeqex1/sh0d4K3X00eXVMEKO9l3e4U/dobVoXMRePAap5mJSvOZpHhxs/kGx/ENtFTMgw4h9GNIgx02UUAL42zJprviTEGZ0m3HG2guPRg1fae0d/k/Opm8YKDmc79GLH6ZMNxxee7jbR3DgYSgGjeFkATS7xqFSjsXLtkppapnyNPsw86w78aWnDwc6JqZFsPuko+RoU6j4XAjSh04Q0JilSb0qk1MIkgrqQY7xg7mH/eQNiBbv2dsYNSguMZ7mgNAIue3dEcKOtz1r8W6bRmHgJVNl9vi4a05JuUMByUgPV6yIGmFN38GjfoV1m1udUFQipDcyXHfPOm7P4rpjgsaj4nsZf2PB/8Lt8899++ehn01b4n/zP/31ehPv6s//Dn/632P0bP/l1H97TeBpP49c8Pi6Y/nwmnkVcNv+QmHNw21RleMXZWkUWdi1LrvG6yK109d/1yCG389Ye4uFkJkrhqEuuaPkdgdNz2wS0txaLtRg3Wa+vRQoZ+CYkJCToIXXmFn16Jhx+OINA+8Y/klPPW3s/f0o0BwffGFiMLRxfCuOlAftmn0jePWJ8YZEjpsYAaxiVcOctvmsyE5XtN5Hu3cBw3eEvhNgqDz9S2vvA5k2y3//AlMonqjlU8sK8Wfdk2ckpkr0qN1Ryb9qyqXeT0hysiDBvZGGnI7YBafKGNW8SC3suLAUL3Ip8cwW0pWpuZlExlnU8nzW0k52c6Szg996+QwbPbrbiwNwJc1+MsjJwK8cCTLvAcOnAR1QFL8r3Lm/5+eYZm59MVkQ4TWjjbVMky/HFjtpj7gfYvJ1RJ4zXAb2a0Nk2htMQuJOeTTfRhsg4Y6qLzBanxoDFNAs+5olcNm1Z/lmKHoWpN8Ar1SzJjdaH7kaTjur6/Au4Qdi8tpN7epGv2SC8vd3hvfVs+hEmHNOZMp1rvS9Rk/qGw2Ik1uzzPerL8eaIrtZlZUeZM/lY0ezkK8yZDQLwMffMz0qaTPJenOWT/0ApAsTNhzf5b+gQjAUrBcPsXlwZzLJ2JWGaPO9HC5I/dybpXo+TKo29lDbnSotaDniJupo0cJd6Won8fvuKf7n/Ga0kHFbcOqnwLvb8bL7m3XzG3374If/e3/0jmodAfxOzjFetENRHpmAykube7nldtZGgNt/7d0r/XmkeIuFgi8C88YyXnnFnBcNwENwsHMaGXiZ2K/a9uI+XFashLuw0ZKdw+25DND8KDYp2am7nai0eqRHGC084tfiHMUuxBW18vd/dmKXOhYFOas7f5f9dRsIldiqBTNFA2WigWpQMohLlwSOZ3SxFUlZrI+S3bFz1HigtLZKEcEz4w2Qgq+QZFzfvOdrnxAgx4u4PNI+M0/wCrAuIm+21dvzRWLUZ/Pt7Ln6+YzoLzDule49dLxFku0H6Hq7OGT47Z/+5ZzoTwmkF6pxjvGy5+5Hn9FnEb2a8T8RoLKsAziveJ1ofCS5xmgJx9rw/bBjmQDwGcrS0JS2UddELbrDnj30Xl9nBch3UvlMx98rXbN5Ysbqo1TQIw6U9J8IpmaEl9jZuzgXYTUK3EWbB34Q8N/NzsUi113LtAu41ZQm4e3ROqhSvFCTzXNLgSZdbhpdbUhCah5mwn6oSIm0bTi8aTleOeWtFJ7MNEDNTexp/oeOX//on/O3/9b/zz3zd/34OfFdqv0/jaXyXx8c1IAsma42tILPD72UFbNUY6ih1U6keZLKNlaqSkOoxBhi4Xj9HSm5v+ZlkKanPD9E2kzytsSPxTrj7/UT3NrD9SmsVuoAJN2CmM/n4JCg+RH70+RvePd/wi59fgYs0VyermN9u83GQ2V1jeJt9oruNhGPu3Y2KHxveX8L9b5kplm1WYN5RwfgjCZeYLP3qjw1Im+wPHr7nGc83xljkaCPtI/OmQZLS3afqBC4JwpCl2r17tHkrwLMYlEnU3Bvp6rEYA6rMndYD8ydzQk2Nz9X6vF/Ipj9FTgdlU7i+Xsv/l7zq2Ip5xuTsT0lLRMy087ixsQLA1jN8siXcT5URdbkfUZ35BKVgwLX07aXWmPVpJ5w+sWsaJ8f+0PG23TI8s89qbwZkiCY534RaWCi957GFYgYUuywD75OdkSi56COk6JhMFkBKVimQVx3xMnLzL0zQmnS0us53dkype3zbFPY/eYHcYyyS1RbBMW+dfVdRwsF6XYsTd3uvuAjjpdSc1PGmRy9GAxklBi4oaZPMRE1AHwJu8kznSuxMJVLbDUrUDmRAlVkoWRh0yUkwc2/nO30wB1xUwjHfo83j61zmzJqN/86MDJaLtFSSAdPiRF1fpsbofTgiyqjKSS2irkc5qTeZN0BjcVpgTtl/Or4A4LPtLc+9ciYtjfgKzocw8bvNVxxU+e32G/7jlz9G5cqKoKU4NgscS5FPqvolheU7rL0SzOsgS6kLvnC2LqMQTpZRL5gxWSeRVEF0LhKsvnuUD6K2sgP4aQ61+KohQVDSLNV34vTMEU4N/XFG5lRZTMk9xeqdTb/CQmbJrbrM9mbwJPXfFHeaaeaEPzUVdGtwiH7IredRrmtmi6ukedUqU++N3HokSZFpts+OaQXm0wLwUrLXHDNz6szMSuExU52lxTpOBkAzGNf9kf71yPaZZ7wUwlGJvUO3HS4mtAlML8/Yf9EwPLM1rNkn3MHmljae8cJz+Ezx1wNdn3vlc9+whETTWq/0rhnZhIn3hw3xtuHmzTPeNwl3MrVYGKyoXHLuS8pCczcvkmlNC9uryYwuKxtsiqu5X/YAxcNBG4D8fFRFpoQrsWkNyNXIDz95z1dvL9F34fEzzLmV+RiPPr+C6A8Bdb3uhZE2OXc67zl+seP43JsvRrLee5/vmfGq4XTpmM6XtI8y5T8UsjyNjzfa/9P1xz6Ep/E0nsavYXxcMD0JcvK2iV+bZhR3T8X6k1UW987VS+wvtjkrLt/1dStQrkGZN1Tmel3VdjlWSGYDkP6Uzbja1cY1A0I/GrAzV29BQsI55X7o8E7pXhwtYmjyTLcd3clkqfPWZIxEOF47YtPWXlK3tczoZp9obzwyLQxO/zYxRGE6kxqRolk6LHM2BXofcdF6Fufec/MHIAjP/qFkoGMnIhzVgO6Q8BtP7BemA102ty7nVdq5yZvcpISjMouBIM2V/dTkfr55YQjUWwRKkROvjc3UsYr5oipYbWOodROpecNbqv2lJ1myY7SbsznXTkihWfqis+t0iYCyy68WKTWJFTMae83cA+qzEzk0dzDdBFKnzDS8etfTqnB65gl7j/MCKVVGA2zOiNj38aOd43CwIolMAj2r4ofl087ZPVur4xq4zczZ2YmYHIe7vsa0zH4Bm+EgzDty3JWrm3nNwMOkkra5t75wcCK4vdLeLjm6p2euxlrJDA7BHR1zCHg11/fUJ9xg30GdyTpxZoSmwf64W4tWUsm++lnpUPvgVxL3omZI3uJmSgvBWgaeMDZaZlMSxC7PX1lUEdWc7rvUgpaZ6BLdp94YSSsyKjXvHmi9xU5F1dovPWn529I6ManjZtwYc9pGLoLFWZ1Sy9fDpeVDb4Vnrv8VhrsTM11IaWSXQ8nDKUfzrIp9MmUgXRzbZZF6V4kuxghbG4alI8TeWgrKz4ocQ9R6aROPgUiFpI+KqNTs6tI3Pam3XtwkVhzN/a7ld1ML807MmOq9x42xKi1IZKC/yHmtxQi0OGSn3NPv3KqVJCHTiBxnnAiptXOpbahsLGBRXI3UqD3nH38XM5WUzJDaMVsrRnHat7VJChNdWE7y73ln/VPFtOqxA1j+nMKMuqUn2Nv6mMYJGQbcMONHNS+D3CYTt1aUibuW46cdw5V9/+690r0bkdMAXUvsQ1YHWd9x1xjIHghIzkhvmpk2zHiXCC6SVOheB85+oUxngekMmnvYvLZWFnueiCU9PET8QzZTKMB0neOclu+nXiqAtp/l55DPBdEAp2uHnxo2X5/wp2if1Vtb12m2Nh28xU4WDwn1zmTca5m9qoHnck2Lm3f5t/VrnUP7lnjRc3rZs//E7oVwgmnnbGPgbL4MF564WfwllpYYXRQOT+NpPI2n8TR+LeOjLruS4y7sSbZstOpQ6s+1vMZlmXMxIav/xvJnBWBKZm7Ym/OwG808pwCytVTXj+bA7U9K3NhmtTBwcQ3SBYuD8Qambx42jK+3hFvHcB0JFyN0kfnM4Y+5NxB7eE9nUuXeRQqbgtAcEs2d5fqOl7D/wthi26Dlj3YLo6we9p97hmee7VfK9m2kv0lc/MQx76xnT53Q3Dv0wZF8cbSOlH7Y2OQ+PDE5dDEQM+aDyqRILMeaN3ZxAcZ+hPYhAhYvogFktMq/5atKLWLYd2C1QaQany3yxTI3ls2OGrGCT9nlurDB5RJHzHk3s0exk1V/tVS33Ngtry/nIJysxzyclHCwXNjxHKYLUybETph3AYktqfMcPm2YdwtoF8Vynmdl2grjecPxZQaChVHMIENESXHZyIpYu4DPm1dV0Nkki7UnLzN74SB1szd3Vlwo873Gk0UFn1nfXDCYdraBTW2e5xfUzZwbzNU+NcJUNvqdQqPobG0O/iYQjuZkmxpob824THIM16PWCln9+WDEThjPDejXWB+xe6wwmuPOVCcpUOO3cMucUa/od0jGaI7+Za7JAlbLOXe5sOctUihIopcJL0LMm/RCYl852Iot96+TqXqKsZkTraD0mFqGGCwH+s9wMnI4HBjbOzRcDMUoKxdG+oSMYgHRLEt7ue9qsW6VQODGZMqXrTm6xy4XqQbrC0bhzTc7/r2bP+Lr3c859yeanGNdorV6N1nfNAuYBpOCD6lhLveegju5HMsndht5XYB9cDY3i/y6dVaYmh7344pikpey1ngx0FbYal29dopIyZ4We78iAY69XwqOQRcVUnaETr4UIMu9Lcs6OutjRtouKNV4q7hLO+rr1C3Mdf29fNyll1eCB7z1Q48jmtn5cs1Ku0bcBnDCeNkwntu1C3vY/TIS3h9sDraB6SwwXuT7fXZ1zRMB8Yo4O/ZxDtzR53/TWvD2J3tg9G+V/l3ETYnxygB6OC1GjL9i+JVjpcpQsUJd7CWvr0pqFyPSUhgeLwRJnu6tx5+siABCGj3vbnfEwSNdQhtBT+UZp2gxn1vL551YMaNkRZOVAc49AtPaBOJFz/GznuN1BsvelN1jrpj6MRFbZ+qyVU3EVAq2HqfmiZp+Gk/jaTyNX+f4qGBa+4RuytNZ6sPgESh2amxCAdVO0caY7NLzV/d82ZgH98HDJMuE3WSbkuHaNk1xQ92k+6NJ/YZnsPnG3jAF+x3U5Mml3y8FRbuEOAPU33t2z+Fizy9fXcEx0P29LVff2AZwvJLK0Ba5a9mQpNwTGztojtmMCXswTp9MTC+E8D7QvZflGJwVBOYdTOfK+CzixkC7d/hROfsqEnupzHf3VuhusiHVuTCehepaXs61NqBRcoGBxQFaoeSsprBIc9eZ0zJD8zAjEYZLbw7h9XpQwVDzAKI5f3t1jVWwqv2K2VwisvImKUk2RoNwSLhZmc7MHbi5j8a2n2bcaTYJZWqr1G0xH8sMggrNYdmgh6PS3E9ICnS9ZAddYbqkbpLNfK1lOvecrlztY/fjwr7HTji9hNOnEXc9GPgZSwXCNoaIkpIjTTky6+RxSUhJeHjoSYPP9wFLn7Gz0zJeKSko4UEeg9UCTmbFTdHYkSqdhuG8vK70KxuAd6MQEEvD2QuSzJQnRSob6mahey+cfZUYLoXTc6G9sQKEqSU+uKFlVXRZKUdjY+oK26ACq/YBWM5zahfirPbol7Ug3xfw3XHzlnnFSmsB1AbecPrIfFFWvc+jKtMqOqoVoRNHI55JjfE7zFaN8k2qwNRLQ/wWqfifNV7PF4z3bc5S5lGfr5vETO6GpRhX50Zmq91oYNmAChUkprCsXxKz4uOk7P4k8O+2f8TfuP4tdt3ItpnYhIneT5w3Azs/svEjWz/SyUyTY7WSOv54/yn3+x43ZhA12NyXaMymm6yIZYZecTEQUysIxqIkiqVwm1/njJEsfa8lSlAGc+2uEVTFCbyYToExkWFlKlZUWJlpFHv0VdOqkimdGltj/WhO3mQZODGZhBtyATaz1gW4z3EBzSK/GpFVnp3OmYN07p+Wsx2y2TDumlqoS61wugKVhubgrR3Hk30jEptXx2xOFtDOM1x5Ti+V6dnM5myg8ZGYnPVNz7YApOSIKTHmVpguRA7nicNnNqnCITPzzgocNbMaIW6ceVqAfUf/eB6LN/CqnSU6FP+UUqMv7G41JA3LXCaZC7lMgk6OKTbI0eOy6ZmbyBGFaeECCrD33tpy0kpOs3Lv1nK9msB8ueH0Scfx2tdWLHLRQsXW85qioKuCc2W9qUXkp/EXOJxn+O/cfeyjeBpP42n8czQ+viCosi1qFdX1k6CwsnkD/uj1DjQtQNryjnVhycpr7a2ZLpThOcu/54dRc29MVzEY8SdzZQ4n5fTc1Wq19S1n9najuN6yL1WFYQ5cdidO1w+8e3MOGti8i3RvRvbf7zm+cEt/W66G23EsgKH8e2Ge5ejRNuWNdN5MBYit4pMQO4sqad+Z6dbpmYEffzLgWGKkwnFxcpZkrHhhe2Kbme+0fG6R1VrcChmILqxY8rKwuxjQnOdQH/L2QF8BviJTPhn7u//MWdxTYaKFR6CsbBLsmua+ZLecN4mKP8yQlOG6YXgWaPYZTN88oF2LG7cmP89MWJGMSgRxpkpo78wwSbJZj5nH2YGkFtyYWakGxp1DNubWmTrbaLX3sHmTGC7ECiaNyQDDnSMdN6Tn03IOxIyKnFOcixAiInC6b2xT/7rLGdgwXc/ETmsxoLINWWr9IZDWNTMMuNOEn3rQPKe1XNvcw1xkt5pbD9RMoEgwPBNC74m9zU8/ZrflUY0hVVMGhOO3gOmCh2ZwaGWWiz9BcaevPgQrsF026Os+UPU2d2Re3fN5ExkfK49/s0dice1uFAL5Osqy5iUhRkcjhZ2FpEpEK0M9kJh0ZFLlpBtzTD6b+eEn7/h++86YXLX36MKcP1r5tlPtEDwWN2WgIhm715KLn9h8KP2+uWho66e1qJjRotLdKs19RNQKdhUgybLGiCphn9h95Yhty+Fd4KFVtFXwijQWRyQOQmPGVsEn2hDxLiGi3B160vuOkJlHc8S24qvL87y7VbqbiBstB1qzagfMfd41YsW8MS1GZEmRlI3JVsyoTBEZp/ozDY64tezlcIwwJ/vTeIuRK8XW1RqcKsjO920uVpT7xS7SipEtoB4WEF2kxIUpVa3Ko0djzZDm6CyZZnQckaZBz7fMZ02V3s/bLPPureDW3SU27xNzJ7R3+fuJ2OemrNq5SvjziV0/EpNjnNdyJ2rmdBltmK3tZmPnJeyt2OFPqRYtXDQn7Go+5rKMurDRLvdKO2eA9bxj3lgBRXJLU32+ywpEC/VZqt7lODJBBkd4cLTvl9ao9k7p3812btcxXOV8rlnqclwrWX3adkzPeo4vG8bzVRtMLqaYA6ApyTTIUnSOti5LLvRXF/gnYvovdEgT+N/8C//3j30YT+NpPI1/jsbHBdPrRd8b41wAlv27bXZsoyKLLHym9nHW99EPALUs7wtYRMsIYa+V2apmLpkVc5NtqNqHZIzIwcykHjHlAuqU7JvCOAS+Hi5ou5n9my1n/6TBzXD740Dz3BuDORi4Le7FKuDyJsklA3mxse+q+cHoTs6IghzP5aISc0/rvLPvLpPgH4TYwPxSaB6gzfK+0/OcOz2a8ZnPvdiFYXez1gewywCrVucf9XwV8GUxMqC1Iv7IXTtL0iSSjb2o7K2B2vy7yiOzlPUcWED00qtdPt9k6GrO1aMjHCNjNBfuaeOR1OFvO5hj7fuuX6HIJDPrNW2hfwdhH0mtq3FN695uf1zYIuvnJDP+9p7hoGxeT0hqLAf6uTB+OuHfN3TvhcO5gy4uhZAE8+zxPrHtR5oQGbYN/pvA7hfWLzw8MyM13AIYS59pUrK3wKreVK/N6po5lw3Z8rmcoTmyXKNs5Dc3CX/w7H6p9O/MBC8MVlA4nMG8TeiDw++Eh8+8bZ47A9xzX4B1Oa+CGzVngispg79xJwzPrMXgUY9ivb2t3xqs4GHz8vFr1rJxUZu/8/a7sVss/enFALH+AWqKgQOiMJ0CXx4u+Wp6xkt3YOfSUofMQC9hctG9tvR+4uVnt/xrL/8pn4VbAO5TT0K4Cie2biKRpb4fDC+OrWu48gcDI1MiboLF5TW2Nq3vuRJlCGWuGoPZ7JX2dqa5n9DG8qznzZIEUEG5gh8i7YOnefCIZhPEIokOy/0++Y5x5a9R2oFkEvzRLUWfhLVn5MKgG6F9SPhTJHUh3/O+FqvUQXSCC1aMLGBIkmW8A9WIT70gwcGIrXtNYL7oGS/NTdxFxe/V+omDe5zFXgtw9h8rCi4JAo+AUl0Hcq50kgU0hw/QcgHaRXYe9TErDfnYV/LjkNMLTieYz2zaNRA31vYRW7v3N6+Vzdcn3BSZLrqll1wkR3IN7F5tOH4dOKWeNw8N/mxisxlX/dKRvpmJSYhJmJKFumljRXaJBiR19cz3Y4J9PvSYz79z1nReCh1SfuZyTrM958NeCScrTKyfy2XOWioETOfWuzT3drL9g2P3c6F/Z20JEk123twOVLO3MlKW0Duh3kcF3HuHdg3zsy3D847h0jGeWaxgNTko1zs/My020NXCgeYWtg/Xhg/X2afxEceHMXVP42k8jd/I8XHB9IdyJKEa7dSRwWYxGHMRdLSqvW2UMvVWwO7avAxMDinQ3pqTseSNx5ydtecNlTFu9rbJc5NJpn3pXdUs984mMDILmiAlYbrtaN57Dlu13q8Iz/7LiXnnePjCm/HXYFVl+z75v7kirrICcu6Df5sFN4hVvm809/MZIyM5cztu7D1TQzWuir1tdsLBZJYlK3raSmaFpRYSUpAFLGeptZsWOWP5b2Grs/GvgacMepu7EXU9w6VUQ7GyaS7DZGuuMtylX7Yw45XFWk+HSAbVJvssIDk1DneKdO9nYttkh2hPPO/x9ydkTsZYsPTeLoZHthl8SIH2vhxgX/vTS/yum+x6xC6z9FkirZ5shkY2W1OaB2G8gLCdkd3E4bwzIJ2vJSqkycNJiCHRdRO9S4RuthaDYdnUlwxvP1gxJ2QgHFsBZz8vw1zgjSlzo7kPHz9tGZ6J5ZeL9Vo397lI9UwYOkhtgjYxvIT+jTcAHEz+nryy/wFwMRNjw+Cs9aH04ll8m7D52jaSZf6AsUOimSntAscXjsMXSntjrQaWQU0tWAhYgSYrAERBBruRq1P4SjoMtj5ow3diuMsJLqclc7cYjyXJhUep65weAz959YL/s/9X+UdXP+d77Xt+v/2aHwSTI34dt3w9XxERDqnDifK7V2/4y/1XbN3ApJ5RA1GFrRvpH+lHv32M6u0YXGaUe4wtJsumx9xaEzKmoPSpgj8WrwLLXq5mY5kdTE2+B/OwHmaWFoYZmMWMtXOPcVlv6pqWFqZRsMLS4+LdUjDzg+a+XIvmqsBYDMRVljcrKAQrhhJXwDqCksyRufFIY1nD82XP6ZOO8cxZoXZWy6qeZhjnmpyw9h4ohSljqksRU+s6VlRDmvuwxX0g9yjAeW2ItTIg02DyY6b5V5jU+hZNQLoWPRztWMmZ31vsudko7kbYvJlpfvnefimeM1/m+IFoMnc5DvRvTmy/3tmzCU/qLf4KrCC7aSc+O7sH4Dg37MJoueBdZD4307hxFvafeoYLV5MUarzeCDIngnf5q8oi9U5p6QWflXafSCchDInxzDFlJZUfl/dMDQyXgkpAvaUfxE5pbw1I+9Hy0FHJPdce1zbWHlAiysp1KCNFcAFCQLc9wxcX3P64ZTrLBVef29GiLu1SeR5rsOd67KQWwlO7aj8rngX+8Xr5ND7e+F/98l/i8v/5xzzVNp7G0/jNHx9f5g3LJmLNKAsLjYFUBu5Xfie/tvZbr83IBAPjyWRp8y6DsoUwXJy888atxELVCnX+XOuPyu99dMw7j29smQx7k7rtfxC5/wNjK5t7ew9jhzWDpexYXOTNGVia8RdLL+4AcivEo+R+LGjvIoeXbuktziAkdkrYO/q3sPnGNgoohL0jdkqzt5zmcDSAOW3MsCU1VpBIjb2fitQHuZu1AnCJ+qtFD7Lh11yYUsEfI3rla6yRZQNLlqYtDG+RsqdmYcT54NoWp3D7HDuPdtzWn61emC7bapxmxZAcXdM1tQfRKvh2DM0x4QdjNoZnwuFTYbgWyxOfXWXVLWJscXQvhj/NPjuabwzUxh6OL0J2ebXfje865HLEn0/ZTMxVh1UGz/ZnAT/A/R84+u/d0LaR45k5sYeT9XT7o12HzTd2bJKU4ZmjUWPDbcO1sMDWK51wY2S47rj/gbneyiymKMyb7nAyOaK5znrmS9BNZHju2b4xQxs3Kc1Rae4d86XDj9mcqdX6PqXdASn5qmTzn+W+VC8cnztOnyipM28DN9rvpwyOJW8AZQWCShyartaAR5vD7Dr/XXHz/m/86Kek59c4UebkeJg6TnPDfmwZZs84Wg4vQJwdMTp++u6at8ct22biX7z6kn/r6u/Qy8S/e/dX+Ts336f3E8ElbocNf3D5inN/rJ83qSepo3cTvSjhzwHTJ515NV0R9mbMZcUmhTZBXK6hFM8lMBA8Wu9rc1D8MSJTWnp4M1i0vn7s+pds6mLsVOZKXgetB9/uyWJwVuTCkqSu60vEVJ5TXutcMsm5rS1uSsTMTItC6oS5s0Kbnz4AvRkoacjqlpQQnHlQiN0HIMzbwHCRW4YmxR9GZBgNdE1zli1/cJxkdjSUn2md/2WoSDYBa3OP9ryAt7ic10VSvGI9SyxW+Z0iT48pFzrzn6YxlDlHpPZ6A84MCrdfK/2XD+j+iHQtJUaxvra872zPpelC8Z8d2G1GumZmmEL26FIumhPX7Z79bMWe+6mj6WdkOzENgXnsOOUH59IGkw9pgOYQ6EsPcmGJVZfc7JIxXQq6K6M4GfKcHNWiEq8tPWG8tLkYdxG/d2xfKdtvJmLv7FmAxSHGTSAU47cy1sWMlPvV87HEyw03v9ty/1u2foYHqddc5+XvZR9T+qdjay756zWyKpSyv8ITmP7nY/zydEl8//5jH8bTeBpP49cwPi6YLjI+4FckbqL28PegM5WFMUm2ScIp5mNrE7Ly38pWlw0P1QwHWeHDzHL4k22upp3UynfNRE5lA5Z/PwGTkGKOB8p9bG4UohcefpQID0J7R+31dfMHxlL5WKv8NV+J4lyaZgMg8xZuf8/kZrFbfUevJEdmARU/mLTXRaG9T2xfR44vPH5UwiHhT4ndITJvPdPWWf9va+Ym1ouqBgDT8hCXzMSYzDKzs7n/OAWBUKrybjH86nLxol/1vzohjFoZp0fXKbPi5ZKVc6Kd0OT+MJlL3y5Vkj1fuGoupiK4mLIBl9ToEz8mupvIvPG5524mDA2xC4yXEJ1t7rdfD0xngeGytePOpnCpyz1pN0p/E5EI8yZwemnS25J9nbxlOJ//U4/KhuNnSnw5Is56pVWBJjE8U579Q5B/0HBzvuX87MjhemR604OYhLy9tf7NsDd5Z2yssOBPShg0FxBszspcrpU508eNgfewXzaZdZrX62jFHw2O9Dxy/O2B/k1Ls7dr1u6V5h6Go69gQ1Wq1FJiVoRghRdJmZGeU72OsXecXgixS7iTXcPYG3OZvo1VLn21HopPz5pprOy0ZDO647dUd34Dx3/v2T/g/JMNHs3MseekLYfU8hB77mPPMTYMKbCfOw7zcnJn9TzEjrfxjIjw926/x89urmh8xDulD3PNl0559z2khiF5OjexFcF/Wx5uHkmV27ixIiNWGCv3A15JXTJZ7VIPraC1vVcrbk1pyXNuXS2kmNFWTlIooHlKuFGXQmAu0q3nRmVXyzqidv+Gk7nW17YeL5W9dpMSDrB5M+MPE6kL+ViKb4LUv5vXxQosqmZJu7O1fcoeDFOsapuiNipy4tQItUcIA69uiDWqUYo5XznWxuWiUn5oqC499B7Gc4e6Bn+aYb8URkxizOqcrO6ZNVNdXhvC8m8rOTiq6DzD4UDYz/ihsXVnEpp7Yftqwj0cUE2PADlg5mPlI3OBNO0in1zu6Xy0iCkVRNRiAeeGq8axCya/2TVjNfmcs7N3ClqVCEUtg4Nwb+oInKtmY8vXLYWYojxwjBdSi5PJQxiV7euZ9mZiuG6ZtoHxSpkuIzQKCcLBs3s10b7ak7YNpL72u9fruo67Kuc3ZiCtuU9elXnXMFwJqUn4uPIhedTmRi0+1/8vBfj160MpRGqVqD+Np/E0nsbT+PWNfz56pvNGv0q2y8+wXFUyO0HuHy4EcX0PWf1Zv28ecZeY945wgLg1JhHyg9lbHBVY3+d0ARqEy59G5o1j/0WOFmqU2NkHa7AHeJoczXvP7iurZh9bpbnxbF6bM2x7r3R3cem9FaoxmFWTy8bOWM/N6wJahdFbFFRqYD5P7J0zGXeR+eU+QZlhfjFz9Ud37E8t9//0nPYmsH1lPW3jhWO4svMWioyxlyobTp4loqY4jVcQswBtMmsLMG+F8cKbGdiYN5T5+xg4Xxih2K3YlRUrhMhynfL5qBX1zIKqp26gfTYfMzfziB89sctxTh7mzuSOKTjmrasg3u8nmndH5iu76G7KTt7OZPLb15Hwbk/sL0xOvbHjjRslbpTurXD2y0j3dmLeevygVXrf3aR8/eD2d4Txd4/o+3bJsV3Fv2yfHflv/tE/4u//0We8/4cvQQXvlMvLA7efNkznjtQp4d6Yh3m3RKiZtF0YLjKITrrEDAF4QZMxy9tXiTAkDi9+tV+/ANpiMKazsLk6MV50dLeJmHPHfY46KvLYcm3cJLQ3wny2gPN133YZRcrrcpsC2D0X29W9vsJptVMjR2IVQ6DSd/+o/12+O5vFa//AJ+FEk5sgJ/VEHEkdo/qauTyqZ9LApN7iqlLDIXWc+RPn7shBO37v7Bv6DJ7n5NiGiU+buyWnGdi6gU+7e37QvKX/IF/628btvMGN2TdBss/AQwCvllOe15PkckHsBM290uwTblBkylFNwRG7HPeT5f0VLCi5TUNpbyd2jdA8GCs4b7JZmWMB4oEFhJNVPbdKd2NrCOT7Z6VucLPWXunpPDBti+FUxJ+SSdazAsR+ofziYnJVnLrdOGcWdjmvpZgQe8lFTI/LsuMCzks7SxlFpWHmg8s5QKQ+/5IH7W2xjH0wmbGIgbdifhYCSzxTPqak1Bit0lO8loWvgXeM6DjCNOHvT4Rjj8vgz4+Ymdo02+dlQK7eWduGt75nnGM+a00WHYX90BKbmTk6YnKowjB7Xh3OmdVzFgY2fmJOjukUGE8ektAMUiMOS798XU/Iz4/gl+9cHNlDgLYhbVumXWDawnRG7TlOHXCCcIj42xOh87gp2Bq3iYhXuGnwA0w7T3i5tetdXOc9SJNd2T+8SZzD3CcVJNjfRfCHme2rFlGX23FYvD5W1/7RW03QHJVwTEybYkLA417vxHcmOvBpPI2n8TT+eRkfv2d6ve4XIL2SNxWGWsUkqn4ts6u/t3ofWf9Pfk+vzFtF35dYFDITYA+s5iFvsiJsXtnfm7uZZtPYBh9ZGBCvaJtw/YxvItMnwvSqZfs6cfeXlemzibOfNZx/GQn7iIuJ8aJZHIpXGBItrAfsvolVtjftCjMBzYPQf+MrQ9N/45nOlPkiIir4vWPuE3/t5ZcMyfM3vvrLzJNjPJcsWTPwKzNMkyx9VcUcKAMWmR/Lh8EAnCRzLHeaJcXZ9Tx15BxarS7MZjRmMVySwfUc7RxXeaIsoPlXQNEKQK2ljlrkbbMQo8fnPu762lIMmBMEi0wpxmip9SYlTSbHS8EY//5gm7HYC6lviW3utSsFjF1CW8VNjnCwg5m3BlC7G+huDBTMm5xJC+zOTxy8Eu9aJGRTIgUXEjE67ueOf+3Tn/AfibIfWqbZE1WqyU7q7HXpYSkahYMZ5qWG3E9tRnpuzo7tUSzuR8ENiS5msJAM+Lf7xKH3BqRzfm/srYjE6Jgnj9sut16JP2PVj7suUrV3eaPHGvA8vpAGPPKvS2bN3QfXfXXvF/l42RTWJjNdvX51LN8VAzKP0kikLRU0gYZIwtHLREQq0E7qiAgRZ6BbHV4SHsXLkX/57Kf83uYVh9RxSg1eEi9yPzVAI5EftG/5onnPX2pf00j75x6bE+Fm2lrkXVbuSFoKk7V/eRWV5iYIg1ZTLVu3s9KlyX9qJFae5xPV50KmSPduIhw9sbU8+RKhVvLX5+2Sxx7bovTBHP9H682WORGO0Yqb22BAftvYWucWNtyctxMyJtycskKpfJ7LDtz66HmljTcgFxUhosWQKq9j9v3EgDRQsp5rEkJ29daQM69LbVmXNW8t8U3rNgjvUM0AlqJvz0AaFsBc/l/EwGeOwDLgFxZA7T20DdK26GnAHQb8qJllz9ckM9c6jtAEY+VtgqCN9Y4THBqMCd58GdgfL7k/nwnbGecTmoRTdNy/OuMrfYHbTXzy4o7OR3R2uL2vfhH9WzsPsTMZdlFChQOEIS3fs3y//B3j1Rn7H53x8LmZKaJWOJ17supGGK4aZN4wnWejshxVJi6hAuOFcvO7jofv9SsFga1129cfdMYWV3HyMhedSebzCDcHLv+po31oGS5cXd9Ss1xPdZhyS/L6P0I4pupmrn4pPpV7TKIQ7p/A9F/kcOdn9GtDh6fxNJ7Gd358fDD94fi2fXJlszQbw5BBdv73R+yVPH6PYvDV2m6le/+4ol02cAjQGHNy+Ey4/e22gjT1WjeL6oFg8t0QEtdf3HD/rOPdf3mBf3Ck3jZ043nuoxsMAMVmqTTXXMt8eKkRTlf+UTRQcTWWaAZX6jCTq6OZSh0aewA3D8J8JWz8yOvTNe2Nw5/yQzwuQKSwwoX8SJ7af12jYjLDaDFXWdZd+o9nrRtJP2Rpps8MdwaTsbHfC6dU5ePmnK7ZwM2k8ClQN4brjYAVK+x6uiznLrI1dcY+ywzhQWnuZ1KOEHExb8hbj5tTjtPKk8ALaRNITc50dSbjnnqT9E/nnu1XgeZ+wo8BDdnwLmSJd7L87MavzulsZm6i3jazHna/UA7xGV00Vnv88Yw4+5LilTg7/vYvvs8/7D6lC5G+nTgMLSnZRHCjoI0x2n4wdhioedhpsl734SqbKpViQRR0EOImMF6F6rRdmPm5d3Ue+VHQI4BDnZI6j14J44vI/HObT7G1YkN7a87xFgWWr0XQLN+2toKlFWAV7VMijlrQRplL+0JmSz40mXvUF13aAkrxpbzWLfPEGL7vBph+n7b00XqY21xhcJJqnrTdLmrssiQiwqSeVmI9XxHB4bj2D/Ru4pQaxtwDsHMjbmUdvJORc3/i2vHn9kuDybzv567O07JOhKNUVUO9puvNflqKdibT9WhjDsXNPhlIPgokMykLWSURN6Gu1yXSLpyKZ4BWcGHmYbaGzRubo92dgefyDAFsPcggfjwzYB6OWv0t1i0nix+A1uLRI8+N4o5dhggEa6Ww31sk8NYPnjOR28aAdCrnkOonUCOwytBSJNNcEF0VqASTVmczMfXO2Ng1+7wea/a5RGqtX5eSAWnvLGpwt0VDeORUrT6rTTpP6xzqnGVSHwf8g2VLa+czS+2IrSMMyvaX0L8RTi9ajj8QmvPR2khOnuZ9oLkTpgvP25C4ujjALIS9HVfYw+7rSPMQiZ3j+Dww7aA5QHNI9G8nGCd0nu37O/PQSFc7Dt/fcvM7nuHa1i6ZbB2ZrhOcT4yfO46fNHTvNrjJio5mf+9Qn9AuMQVlvjC1jcWpWTHTYtVkWa/qeTQigLYBaQ3kz9HO7zTjjxPtnRVop21OScjzTVkVSWApnHjqHKjP0PKS7BHgDjyNv8Dxs//ZH/Bvbf99HsmrnsbTeBrf6fHxZd7p8YO+Zhrn/NQSj1VeZ0BivXHJ1fY1e6Xl51TgrU1iOne1n7YaebGwJhIXWXIKghNderNahaCoUwNJYoxtUuEvf/KKn7YT73/6jO6N5T4PF4KKx0+euZdacf4VMIH9fNqZUyfYcfhxMRLxGVDd/15k+BSu/n7AH1Y9qE1i4ydj0DOocZHF1TYD89Tmf5sWsGJyxpVLbAb06/8v7HN9dohtnmMnNWas5MOaCUrpq2YpIuTNb9gbm7D0U2OAU9Uu4VJzqCZma5ZaouLGiLvf448943XPvDHZ5+llR3tnhjoF7GveLKbGjnfuF3moMRrZwOsw0r/vOQTrsZTJZPVugGnnsllajuLxNk+GsHInngprm/vKR4fbRPApf31hetfB2x37rbL9rTtUhXH0xi5HIy80ZOl/Y9dyyFEptuFezltambrF1pifw0vH6drOlx+hm819vbtXYnaobR6yzL8X6wmMglyMTGcbmnslNWSjNzLzY3Pd4pmEeWsseimsFOCeGoeTtBQBjuBPBsjN1I/ax71mmgsLaOArFx8+ZMTLPa2lQPPdYF7+g9s/5NMzz6U/cu5POEn0MtHITO8mdm5gJyO9TBVgl+GWGxhIBrAZcC7RqC37zUrrfEoNX83P6GXipf85z/4Zx3bSxM1gwMMKkgtgrLm9pZezPGWKmiSCG4tk2u5RNya6IeEHjx89c5/7+48GIOeNuU8XdQmUApHNT3+K+FM0BjmP5B0uJmSy4l/sSkFtWQuLymItlQUeq3VUF6CkWn0KbC2NOXsMc3IGSq50amzCu5hqITYF8v3qkLZBk0nCa6tEKYSJrSmFTS6X00XQGbSw6AXf1sirDx4wxYSsvKa4TadMeRZw5xwEn+XFq9eLQDBX7+l6lw2wFin9vHHQtQa0s8GWGyaSYxUx5izCcCc1hqxMPeeTKZ+6yHzmURypt3zz24cN/sFbcdiVObXc+4WV9YPSPCTcKVYpPClBE0iXWx5+tOP+h57TCyVuEioO18B0prhnA99/ccN1v+f9sOWrd5dM32xo7pytu6OgndSITSWzxPMSZ5baJW3h28699q1dw8MJpqme39T6rJRSJHuMyFzarlbpB6yKOrmo4rLpYwHeonmqJGD+bhQbP9ZIgT/XT6KM//g//31+j//k13BET+NpPI2PPT4qmG7eBZwE4i5CyQatgHjZrJd4LMBA9nodK0ZjsIDnbxlutJ7pcMhV3bR6fTaKcaPJELtbY0nuv287lcLwppDsoSpqvyrKzd2WNz+9xj84mvy+5WE7b6gxG6JAMYySFRObN5f9jT0p527ZmNaImGLsk4AuZXAiRCyHlsnxj+8+5W7oGT+dSL6hvZUsQTOJd5VXywLqaxxTdvH+UHYtCRxae719vh6PJOJRH/V3pWDO25IWgA1UMKt+OQfAI8m5lM2ALIWAwnAVNt/c1xNyOOGHEb9riJ0jnBIlGxYyqyPWX61+mTD12P2SdStThGGkuY/ItYHGcl6Kq3ny4PKctOsplgWd6z3HT5S4TbhRmD6ZkCaRZrHCS54r/Ysj6VpI73uGIeSfgzs4woP1SWtQjp/YZ67Z8fLd/ckcdEvBRJKSOgMk6oXpXKtruTtb+q5FlebBHGvVYb9TWj69Mm+guc/FgGAbVDcK0q3UIKyuEcs8ns4c08bRHCwuKxwjZ18ZOhmvjLmRSM2+Lu9TQPQaB9Z7s7DRq3u7RNSZlPg3f/zNL3/MuW7om5nGJcvkFWXXjGzDyGVz5Lc3b/iD/pdc+wcADqnjLvXs3MCVO+BRIpYtfUot8VELTMggO3LShp8OL5mS5/faV3zu9Vu56UkjicS9Cq/3O/p9YXp5BC5KT3/sWIwbC2DNxTWgrh1W1Eu0t8bUjuceSbYO+yGSGpfZ77x41N/Pa0XrrM2jAFsFP5vxk8TFHKuqkLQcn9RiT3nGlOJizbmfC1IxwKRkMFgjseJqzuZjK8DWCZSs6Fw4kGTgXEVqDvK3mUy5yfpjTalh4Cr5Zd1Ocbl3ymsYRha22fGIlXZiBliwnJNSAPA5h7nIk521r4h30DZo3zJlg0Yw6XzIfmfaNsYEQwXo7pALENkQcjoTHn6QP2oQhmeJcDbhC5julSE60tQgkzAdGlBoRjPKnLdq64d4js+dqb8urbA+7ayYej5aNFY9p13LfN4x7cxJPRwFf/LGPG8U7RJudV91fuZse+L9RSCOLeHB4Y/OCgaiyODwe2epF6PUdiY3lhanVSHC27m3dgCTqYtz1s+dz2ncBFIr+JPSHBLqHM3BlBZF+p0a+/41dWTUOsfLfKktMvk56b6lYP80fv3jx//X70jsxNN4Gk/j44Lp3c9gPIO4YwHBa4aZ5e/rmIj679/20FgBtfqLSfAHIey1MqlgD58irVKB4OyX3awMV47hmX2Ym4yhTH3e9Qk1fmUePZf/yHP504nxwvPwPQPREiFGqQ6bJkUsDz2hMjfemJu5F5pDIgygUzaBUmXuXTWFevG3PONVoMRnFbfx5p3n7/+nv4VEoYnZgMRRWdMqEYxLP2E5V48iWXKecslXLax16WOs5mn59WEw47SSd2l50Pm7HLWC5rIJTv0Crutnr677I8ayAOoCRmO+VlceN27oJpMUuiHixlUcSmaOKqt/N6B9YN76Cv7cmBUIjX2n1Hrcrmfeucr2aKMwyKrPkyxFzec9M25FCZBaiGcRuQmEzUzTzpweurzfti+XkuCcQptM3q3CFy9u+PnbHnmz3IrzeXaQFa25wniFoMx7z+ZVzll1ZGbazntxpE+tzdnxAnMkjyZJdJmpXvLEhTR4/NnIdK70b8mqAq0ZwbapN3MpP1phRr0QDtajOm19/XxRIRwdzX7GDwk/OpoH2yzGfgEx1ZF2dR9aUWmJwNNV0WkNfmBpgfhNH8f3PXN3DlkNU/bpziWcTzRN5E8unsMn8Eebn3MfN/ztw4/4B7efc9Ue+asXP+fTcMtt3PH3Hr7P/dzxSXfPs+bApT9y6Q94STgSkwbeT1v2c8dN2jDpEcdjR++oiUkjg87cpJbDqWOXGea163ApgJVi4HodKtJvcvEntS63lWAmenOiuZtybrrNWZkSYUwmF04mCS/mUUVenYLggsONsa5fAOIs356k+NxTW+TXJR5QksVeubmoKNQM0pKayRSu9m2XIc4k5qoK0SOUnDd7TYnKIhiQsx9S/6043z9asySfmyKHnzRHdZmypkRWFeDsosn4U1GJxGgSZ+cWQP1h1jTYcX3w+XlioV1AvUdSysWJhDaBtGnqc8DWPCs4piDotsNtN+g4Qcz52ZMx8gRPEEFSR/ytEy+v7/j66yuIghdlGgPilK6bcOeJQxTcvUn6ibbepEaJFzMxKLELVkjeRdjNZl529EwXnvYh0P1CLMf5bEO83BB7Tzgp21eLjB6B40thfA4pOd7utxynhnH2FtXlrTAa9uZYnlpP2iT8wbF5LbQ3dv3K3A5Hpb2Lj0EuWBE3Z47jM0OdCxXz1YYhP8vDccKNDjcqzV3pxW3xkyM2ynQmjOerTU32GajtW3lu2V5jKZI+jafxNJ7G0/j1jI8KptVZhZhQkNSaNbE/ZYNtP8t/j0AouqfVKJLx0i9bmOcMHGJnpiP5rYyZaJcH7HRhG5UqYTtb3qeYe1TZlQox2lOr5ByX+JO1mVJaba7qhjJnYlvUh20Kh0upbIy6nPl70BqTEk6JzZuRufeMl4HpXjg9F04vlPZWrK/aZ8ZkJZ2txQnNm7hkm9bqsJ1/tjCAxYCnFBIyMxuWooMZCBnzXHq4yrUpAKz27ubz4Ae7qI9yhDPbvpY4lmsjZHY5GKBtDxFwjGdC8g0azmlu2lzdd9XhWkOJSMnvM831exW3apf7h8vnxW3DdJGNYMoogK+eI11kypHFTM5lg6MHITWezSvhEHri9w9IZl1q4eXLLRc/cYQNPPxlQJT92EBQk+y3CXdyuJMjnkfrH5c8n/Pm0uaPIDGRgnC6tGLLvC2tBDnbObPZqclmYB7uz6B/a6+P2XiHaAB/uI6kL0MtqNQiyyxsvxa6d9nNHqoxlHo4PjcjpvZOrQCUTF47bxzTmcW1Fcn/unhTrQ3KvVKYldWfCqLz8pCyZ8KjXtLf5JErWuIUjZb5jQrJCUyeefZ84874u/33uY89f/zwCX/3y+8xvd6gTeI/u/4B1+d7DkPLzatzZHJwPnF1tef3n7/mX7n8E678gSRmWnaMLcfYcNKGiQca/CN2OqFMRCLKIXWMp2CgMzOlbs5yfpcZ6dbmo5TonyxnrokE3loUcEDMRTdnczsco8UOiRgQiRa/5gV0XuLvlvg0eSzZDu6xq7aAxIQfQCvo8TXHvphJFfbYTRGyRJk2r3F5Pto6l+y6OIHOW9LEtMozhuwBIMy7wHAhy7OhgF8ysJfsFl5y2wsDiZkeTjvz3/CTrvw2FmAbnRmpaROQuRh9LGDZzkt2mi7Zy+Xf57w+NgGCJ/UNOEFOCtNsedgiSN9YQcHnwmGJY9wIcdvgutYY4RKnFR4XODdvErc/73ktihwC7uCI98Ey7M8mQoicbwZ2/cjpeUCAu9dnhIO1irjdjHNmaJm80p6N7DYDIsowNey7DYevGs77BprAw+9e8v73AsfPEnGXKNGa7TvH9itqaoVG4XRsmWdPSsI8ezSbZloRG5o7x5wL2N075eJnI7F1DFfeCsr7SDhFK5B82H/uxAzYxH5WevvjJjBvLMbSH2Y85oXijhNp09S2h9i5Gu3oZpuDWtoc0jIfH6dlrNmEp/E0nsbTeBp/0eOjgunjJ4J2uoBfeLSBJolld0ZZXpMfHJrIPUkrBFYB2QdAW4yhm3cmmbIHW8497nIfbJsM1CvI6Ah3zsyyWrV+aWHp3S4fmd3Ah2uYznxmOqiRMMZ0SD2G0k+oGei6hG08cj+y5s1X7G1jOV5Z9d8PBk7Dmcdlt+3uTpHkkGTMnx+NCSrSs1TB3gLc16Y69dSU85k/uxjfmKwdZPXisnmVCOKM2Zk3Lvct2vdrcnbneLZQj7YRWD6rFE7cvMR1PZLq5/+vcuxRae7NVGneGMOcGiHuGoarhmln71XNkPJmIwVB+wbrSbTNaswmxcUkKTUwXgWmjauSVBVMzjeWc0A1NJp2oME2vH7QWjgYniXksxN7etIm4fLcyBAI75X4cuA+9mhQdldHpslzOHXgzG2ezNo1N4If/KNMbkkgxaC3sFIdHD4X5o1N/NRA3CZwWVItoI0Sr2dcG2namf3Pd7TvHNrAdK50z054nyAkk0LOVGM3BLp3wu4ray2Yd5k92dv5lHy9jy/sniiS3JLNW5jJYt4XTqYKSLmAVRlqyT/zy/1SGcwKlpbrlj7qqvXrG9JHvvj0hr9y/Utupw1//PYlwxS42J64aIf6urup5//7+rf52atr5FVHczCKc7454+tmhxuF7W2OFeo9t5+0/Lyd+Fcul77pUT2zOjo/W182HocQNVV2uhFPT8ATjRF9aAgn+/1wsrXGTeRCliDZQ+GRG7tmIBoTqQnEjavSYfDVL8JNih8TEpXYGAC0aDyp6h4roGk18JLVeiulbUWx3ym9tsleB9ZX7oKQVjIJl+OzrLVh5S6elmKitX6IfbdSfAzOHLxVawHAWGTLf5/OSgEzH1dKyDihfWOJA0nxJ/CHpfAQe8lmfubjsC442Rq/HN+8Nekwp9GeKdNk8vO+A2cO4wqIZjCd47A0JkgRWTlNaz5u8cboM0/IqUXF1sDUaG33KL4N6XwDsTdAWYzQ+sYY7cYTDpHrf+g4frOt7RqxFYbnyhg8Y9Nw9Iln2yOfnd0zRs/dN2f0b5X5KNx95klecQdP6k2a7Z0SvBUPDk1HaoV43jOdN7z+a4G/8t/9Y/6nn/8NXvp7AN7FM/53P/03+OV/9AUqy74jRkdKDk2g0dU6Q+lxdxOL6Viek8u5ol5n9WJFibUKICaYE+LF+tOn2eqjc1ruiTlZIabzec7lAssQTdqfizClGJ/8in1e3Vea19InZvppPI2n8TR+veOjbkvHTyZCHxcAXczE4BHiW6RMmgH0n/GGauBPyxOmZP02ienZTOw9MsnyniuAy+xyldcY1t0vzD35/kfmXvzIUbh8nIoxRk6Z+wx8MwCroN/2tfmLUIFR6TF0kWwmkx+EYm7KUvoPi4mPmEOyZEM2l/uv2zutGdJrF9rYGrAvTFE19hLrg2bOgNMLkp3OC2OjWUpoD/Il01gK+M9MvB/L66kASpI5q4LFcxU5GizHXM5/OClpztLvMgfyMVan73JOYrK+95NmczZz7o2d1JzbckxuVmLKG83glr7u9Xtrlnq3BlxN9r2wPeFoEsN5A+OZSTVLxFh7Z5v9kvk8XDhjul1CvndYIltXxFicnX32ZycAumai8ZHj0NRzG258/mzwN1KB43RhILS5L33Hyt0PzZl23ibiNi2bfZ9vlnIbNYnNxYm+nZiiZ+xtLrvBNsLeG03oN5Hj50p4sPmuWWXRvVsM24rp2dxLlnSnWrxZsn5z/mpjB+BGCHutueM+O+XGAtjJ79uClN5aXV2n9cawqB8+SKH5TR0+JP7ys2/4X7z8fzOp5/91/od8PV7w4/4tf9h/ydt4xj84fI8hBW6mLa2LvL7Y8XDoiJMnHQPM1rcZc8uCP5lkH+DSH+hLhSaPIIlGIl5M4h31cS9NJw0Ox0mtt7X0ABv4lQr41kU3Y1rtT7k/AWLvOD5zDNfZ/T3k383raHujNIeluFdUDSm3xpgZna0j4ZhqrJ+bUmWZiRiz7Za1qILvZIA9NdkISqmxQ0uri64Wz/z5QZB59XxKCknRxhl4WkmrqzxcWOKUipt5ysWCzqK+CrtvsV6S0xGW4y1sacqqrLUHhgEsCyskJXO1DqG67dfjBJMee7f0dE/ZhGyOlvvtnTlxpwCbDpk82gW7p8V8G8LB8rv9pAzPW46fdrjZip7NvQH6+ay14if5WXWfllaOZKabtqY65sFzlJbgI9tmJKqD7E69eZ04vWqYzpTmTkgHz+B64uwRUVOI3TZIhP0XHYdPPKcfjfz163/Cv9S+wYswqnIuE79/+Q1/8vJTu35tys9ZRZMsQFpt31DbsPJzNBxs7Umtq8aYlmbhFkO9un/JBQsp5pqSJd6SzTFzlvmU58imYTpvK3NtJnmO2Lsaa5gacsFVHidhlPW+FOT//FS7p/E0nsbTeBr/NY+PCqalT0iT0OhWG+jHjLJ6YKYC40dO3n/WKOw02AbcJegS/n1g9zMDyaWqXnoya1Zy7hHevJnRAA8/DHVjX1neFZPuQqK5E7rbyP7T4t4K1E1PAQVizFtmrN1kD8hHPd4KQjZ+yrLC0k9YmBYVIEDKvXUFbFQ33QzAa8xKZoQp0l3FWP21gY8nzwRZn7bKfogsTETtZV4x73MvTGfkXGpzWw4ny0GeN7bxTU2WBpcNQD6utay3RpGtKuzWq23Xp3s3AB3qxeK5VlV40RVbUq8ptqGZ57y5pua8ls2+XS/rZy5MRGGJ/clUAkM+L7GzDWSzT4uRkZj0340wvtqinbG8flNyyczxPR4C7dcNm29Mwv/urzb484l42+BOjubO2PV5Y7nnzYP1ag8XwnhprGL/PjFG24Duv7B7wZ+EuKO2DvxKuwSQknA4tQzvNoS9q8qJ9s5x/OUZ/nrA+ci8S1aE2SSbCqOg3lcpe5GAp7xZc7OBE3+yOTRcucqmjed2PsMJ2gethnql5cImYr520QoVKjxm49dLQVYSoHauvwsjJeH16YzX8Zw/bN/yP7j427yKZ5y7E5/6kTfxjn3q6GXkh807eAk3acs+ddzHnjfzOe+nLXfzhp/cP+cnP/mU/hcNsVNebvZc+UONyzppy5Q8m8ZiuFxeWL7NtXbSyM/H5/hjLhBlg7qqRmhLu4xdw+LK3e4N9ALM28DxReDwuTBcJ1KfMlCw4idJON4Fwt4YQbC2BG0s0ij1dp/JwdO98bR3zhQ6A7QPiXBc1DJAjYozhk8ppnxmWmhrvzHiKfsOFCn5AkTrHKxrZF5LpoUdtxevABU8Aj7A0i+dhzqIGSjZPaCmDhED3mRwte5JT7Udh2xECLLuhW4bk12vjqP0Sqt3ti7GhDhnPeUx2h9YzpuIOWK3DfG8J3ZW6G1WkYvFDCw1tjb2rUVbJW/PBTdbP7pE61n3A7mYbMVQiVhhNwnz5Hk49DUGGzADwyO4UQh7aO7ze54axitLzvA5pkodnK4d4wWQ4P/z/nc5aaCRSFLHu3nHT+5fQB/Rk4fJEXMRkkRuo8nFX10VhCKICv07cw0vPephSMy9KSvCxozGRK2QsM64Tq1nPmvxXSA4V70CTHVm90PsA7F39v9q99S4MRf0Oad22H1lOemyOkZlNc9zy9DT+IsZbrvlk7/+1T/zdbfpWIuGT+NpPI3f/PFxwTSPNzyP/3FFYar1e9Wq8YeAuuwyHMZK6wfvoYIODjfYQ3/Km7/yUK8xTQKbb2B4JgzPAuc/j9lwKR+DCioZaIiSVGj7mdNL5fSNZ96VzZp97Lzh0UMPzO1YisFYNgRLjb0m1ePSCoyr43IBEB/Gt+QNXnFtLr+jWWqpXitoFBYAW9xBIbM8q8+q8VrTsuG0B/aSb1lOe/IwbwzwqRh7ajnekh1yc49YZyy3bRAlFy0W5h3WwHgNshdU5Y4TfjC01X11R+pbxsvzypiW+JkaHZUgBYefZMm19dRNa3un9O8T/buZw6cNp2uxOKjM3lrWreDHlQlbJ0xbZ4Ay96mN58ZY774Uwt7+7f53Iu7ZaK0AeUyXie6dp3+nkCAePe3bLFtvYXxmfcmbb+x3hnNhuBJrRchu6Mmbi218NsHoaO6DxbSEx/eEipqKIQrDfWfX82g53So2N5NX/IOD67z/V6yH0Sv+3tO9dTT30GUmft4YUHaTMu2kOq773DcbG6kqhsJiVSOzclyl5znVy2otEaWQEjA2sTCRuoDoMo/Tokj9jR5p9Pz0/TX/t+1fg2d/hz9o3vJFuKdBOXeeQSeu/J6dG/gi3LMVxXOHFyGqMgEnFe5Tw39x+X3+neGv8/7dC1KfeNk/sHOLVPwh9ozJs3EjWzfh+PPprZM2OWIvM6vZP6EysOTrN9r88GMuIo7muj+dBw6fCKdPIrqLFJM1F5Sut8Vu3DSMh4Ac7R7RLuE2M/1m5Gp3ZNtMfHN/xt3mjPHBm8PyCM2Dx59s3vnRCqexwwo9flk31x1C1iLi8rq3sIN15IImKqS2OCxnY7LZIdNcXb21w5jfAsTzHC7tQmt38CIPjm0urjpqkXDdE17BXemNzUwk2Pv5MbPR44QEb7LtdW50MSUrwztUvblwh/KAKFVMkCHCnNDgiNuW08uW4cJ+300G9sdnQtxYG5QbjK1P3mfgZ+d48zorEbzAtORxp8bVtIsit9YoTEPgVvt6qOMFNCK2Dr0T+vemhul6YbizYk6dxrlYGg7Qfdnyt9Jv83cuvkfXzfa8To7DQ4e7bax4OWWzSZdTE1bn2q6TxR2Goz33ujuLX0uNq/sW84iwZ0K7sV7wWpTA1rvpquPwSSCcAruYcA8j4TjnorRWgNzcz/jTbOB755m2rhYlrTWA7L2SantDiRI1xYPkgtMTiPuLGrLp+d/+7v+Fx5KpXx3/9j/+HxH+xt/71q3t03gaT+M3b3xcA7Lklh7kXBFeetPyAzYsectF5qmJx3LuD9jshaFjWfPU+p+Pny+b8/rQzEDMjcJ0Lhw+N3Cw+6UdU+rM3ZhERX7iFI8y7FtChP3nZrZkctzM2F4sTIYkkNaqy9bjq4RjeRgbaCwyRzeLxamMQHENzdLu1ORT5jKJczDjMwOrCxteHGNLFJSzBJwV0M57p/LzwmQXU5O8eXTRQNc6wmbdm1x7Cmc7HmOF8zmKiptN5uayi7QbM+gVqTK6ytqsAH2dI86kdHPvkfOO0/OGcEj0pxF/HOje9ejzphYtiuQbCrCWhZlZkbapMcasvU/4UwSaHGNmqgHUXNGrc3Q+ttib1DoFyfmiMF7a+4ejsHmbmLYCCVIUdHY2S73ing88XDjuT572amC8b3FRqqFZ/GTEt5HTmy2nlzBeJuJZBK+M18LxU1djoVwf6Z8dOY3nj4tRkr+oEzQ7uHPwy3cIWPZz+VEC8YltP/Jw2qFeia0VEdqbzNpn1UJxEV7iy2z+xcwc+lHp7qKZSukCCgpQKEZPmgsoBdRUI7r1bbxSF5d5/2iufAeGDI77uw3/kf8RCeG//+w/43ea95QW44jgUXqZ8n+FXjydWLVh0shEZCsjf+JOtD5a0aVRdmHAZScwLwkniTllNhol8e3RWACJRFK3FDtW8XZQFCu2ptUc9kFrokFqHcfnjtNLhcsJ3yQzfQJ8iLQhWlyRU+YmMm0CaXI4n2i7mb6d6MOMl0TXzLQXg7V8zI754Ikbh0QD1v6U5bg9zLtE6nMBN5aiXnbs3xtInnvJsnEDqOarUCTi2cXZCwSHOV5bLJdGh0zRDA+9kNqQi5RS19xUZewmqS7rZPXJyPdIvf6lEJvKfae1DQmx56C90NbTEmulKS2O3vD4vwXEO4cEwDvrjfY5Fgs7vsKea3CMVy23Pw4cP7W+7vbOnjXzTi1iKhfH5m1RKNnvtvflOZfy+2pVBZVecA1ZbZbd6iVXClIpQip075Xtm4gbU55D9j6bd9bm42YlNmLKmE7wg7J5JTT7hrlvGLZKzIWMcBK6t8L2ldIc45JZnqzAUYrNllBgCRvd+3mp7Sc71phl3sU4Tr2YzH/ljE7wxPOewyeB07Wjf5tyW0TCP4w0TjIwjvj7aAWHuLj2xxbSOlqO1Twoa2UC1mt52dc8jY86jnPDppj7PY2n8TR+48dHBtOyMHcFUK+ky5YpLTnqJ/9MZInOKaMC5vw7K0Atkn/mlXAQNt9oBYvrDXw4aTXQkWjsoiSTFRa2oIJ0tYf+xe7E0E3s3zY5Q3mF1iobsWwuxLxI8oZKLKdTVyA2V7tjZxsTNxhAUcl9rOtexMKuRMUnQ7mSnZlLgQAyS+w++BxYgOuKnSGzNkU26HLOsvMmQ6yuoTl/1c2Ci/adzeF5iaUq7+Mm8HsDWQb0PafrbARXTHVyHFM1HXMlT9ZG7GG8tB3DcGEGLdo2cHNH982e1J6TmrypanMOaHYVNwZ+JQlfAffhWrh1gbOvjfGtEVBYL6bk/sXhygodsVV0smIIwPBCmV5MhO1sUuquw82O6Qy0z33MtVgE8RjMCOxqsOukgkzQ3dp5OH3i0SYxPEukXcTtZhqf8MHyUOfZM3655eznjvSnPYcXITPKSw57Ne5K5IxqY81d6fFcy+C9ySYPb3uazyL+aOoLY8Lh+KmdqONcZP1UcOQmpXswpqmw0LMTBvUVOKzN7cwjQPBqjsSptfPipny/ulxIS+SiFdU5v31nc2zslmv3XRgyCfoQeM8Z/7H+iNbN/I+f/Sf8KBwZNHGTc6MtS1oeJQU2YgZiHmGSRO9GxuitvQRoJNJKxJOY8CR1lrXrZnqJuG85yVETCeWgkXfzzoDqaiFWv6QElDngR5szYTC3dwPSnv0Xwvx8pOlsw6l5EXeZpQw+EXxCm5kHYJgbxIHLIbrDHIjOjnnbj8ytY5o8Q+zQ0RbKJPbsUG/zWbeRsJtwPjFPnnTyJvc9mPkgGeSlB7IngoHr2BYA6+r3LC0j0phsN/ABCPUWqYTwiLUvPdsyzfUh5sZU1+VHPgHl1JZ1LJa1t5iU5Zc5KwTopsUdW5imhR0t2dGq1Ezp3MdLXM2Y4NEmGOB2UuOccI555zh8pqTvn4ivO5r70t8tpAlbu4t6JBP8JCsqb97OhP1sxeLcu25Tq0QVZgVLk/DeIt/adkZVeNg3NA9w9tVE9/aUC845uWGINHdC3DQWHXYValuRm4RwUMI+qwucycD9KQPz15H+7YhMGeTnnvdyPlPjiDlO0c1KOMz5HHv7jrPiMbm3U/Oeqz35NeM6MF9uOHzWMp4J4aj073NPeuORIeJOdo1qjFpZw323FMdLcSXPCw2SXe7zz8t6X16Wi0RP42k8jafxNH594+P64mZAuwYc1R1qDV69GYQUk7JHwLb02Sn2w/xv4uzJLhlcll7rApBit5jlwNKX2+zzZsiBHxNuKHQLxup4xXkD6W/fn5FOHnbmhFz6XmMrla2JnUUVmUxQ6kYTl0yazQrY5+Obt4peW/XAf9PS3ix9yuFoPaoAKahJztTAyroPuEoE8+ksTGKRN2phlMqDWAqwxVibvOkzg56Sx1oiojIQmk2+KalU91eX1i3vZxJ6Ywz8iWqyU+RrynIctf+SbGw0G5MSG6vib97mExW8sS9R8adkDHiWzKUAfjI5shsj2vhqGlM7ArIR1ngpjA+2QetuIe2X7zCdm3t36pY5MZ8npktjsqaLSHs+EkLk+1e3+O8l/tHue5aP2keb1+UiiM3zdAqMk0d8sliqHIOjDsKDZ24T7UGYxef+a2PpQjYKm4ISOwgPghsa66/sFumzK5nSkyyb9+wIb9JXUxvMvXB6YT/rXwWOFy2uy3Lck8kF4zahIbNhk+BOkgskQntr3+30zHF6YdJKfwLX5MzeCKkWR3I/P7nlwC8MXMqy0pTbLNyqwBWz43h7a33kY46ui98RmbdEcKMjHT037PhP2x/ylza/pNn8lJMG/un4CSdt+SzcElUYNdGQcDwGwx5hJyPDFAgPwnxhUVhlTBo4pJakwpkf2Mq390rbayP7pLwez2wdKvgs/zfllhFgxapSGcXYmrP1dJHw2xnv1chSv7DRziX6MJNUGObAPHnz1WjmTK4Kc3KM0aMq9d5IXuqzQGJe35vSX6343cRmOxBcYgiB42zNpeqK+kdqv/S0daRGmTsz33PR1uDCukNe3/tVBnVW5RTQFztH6jIDWwp5hUVWhdOAAP4UCUeYzoANi8w7K2vKI9GOtTwzbF35FVdnqIAO53J/tFgVNyaLbsosuwG4BWBDfvwmzcolyddUiFsDuWno2bzJz2A12bx6ITwImzfG2g/XtvaEoxL2M26YSY23Z28+Lx8WdkMT6TozZdw0Mwrsm01ds6bLjnlj4La5G3ExItkAc7rYcP8Dz/579hwID5LbYuD0WUSdsvkqcPbzxO7rieZurIUFmdMSoSZWRHCApInUCONlYLjaVDNPaxvQaj5m6iz7DqkxNhpgfrbh/vsd47nQPiibN5Hu9cGeUcEhMeLm9KsxVvJh0YF6XSwdYfH8sDlv96ADUyqIFbafxtN4Gk/jafz6xscH0+ucJl2AHpDBgNQNW+15hRxtwcJE1zcwIC0+Ieve6txPOzwXYsMiqZ7yRj9LElNjMt55S3WVVZ+laF3Etyk7iAp80/Hsj+3ht/++1gig0gMbeyXukvUtT5lWLgyEB22MvUxC7QOXWUi7yO7ihIjyMDnQYKAmSn1YqoMYBO/tnMTePrfEZ5SoqCKjLaCmnAsD11JBNOTDEzUHXs2MR85tjq3gJ9BIjd0qsmpZb6gLIx/KRguGCzNpae8VF+17pOaDS78C9XYsC5tf2Es3K2f/5Jbp5Zb5amO9oRcdsbdfDtnFN6PxnCVqE2qdyaliAHb7NdUdfP+JR4OZ6KQGTs+F8Uor02aslZLOZnt7FyAo06sNcxTedRPXmwNuO5NGj/Nql7psXMs8zYUTzZLaEr3ljwbQ5wtH904IB2GYW6ZrYfbKEEwK60Zh3lqPoh/s/VM2R5JoeePtbS4alWPHzmE42pwIJ9vEifocEyQMuSDipsJyWwFryXjPh+9MaTFthYcvXHVVlgTdbWLzNuKHCLQ89I64AVGLb1vUJUuxxaUMoFd/1oxc+v6Jw3HD5T81J2AwR/Dv1EiCDp5v3p/zH57/Pidt+OV4xTfDOb+zfc1f6r7CrzXyQFqhKyfCSRsOh47tAU7fwlzFfAP6dUXsw8PAcqYP6rmdNnYv5VYPA/6K81ILJX4Ef1RClngDOV7OijWexU0+JVPVND7SNzObMDEmz36w3m0JCSfZKFDN1G+Ojjk5vChzckxjsHMVlCp4kgysu0TTxHqevF+qNhog5vvTjbZuzVuI2dMitmLYqxhLqa1PsRGTSiM4r0Co/bQxOzHPfe6vXs9vl9nLeUYGwQ8xO+P7pQAqeW0NyzpYpdGOR+qkpXihyx8RtGsMVKfHc8PeMLOoqqiqserTjBudZV/bpECbIsdOjKeG3Vuhu7N+33nrGK4BZ07u3Y0y9zBdLOvGdN7QJMWNc55DAWmznDz7N5iCzK79rp0WN29szY8bx+FlYDoTwl65mBL+bqjHmBpheKbEiwi3wXxRzpT5KtJcDkyF4f5ypH29hzmiXUB9jgzL0uv1OZTZCrnDpXB8Yee8OVhRr7bltEvB0g9a2fd43nPzOz377wnNA7RfR5r7aSn2tgHnXGa6V9cmFy/cGPFDQqKv1748s6t7/qy1SC4Ja9UqheIndfHTeBpP42n8WsfHBdMOFjeVPAqrsMqWltJX6oCgBqSFDEwL+7f8vkZB57yjixa9EfYON1AjWmAF1DL4lGQ9tM1BuP+BMxC4BRpzHQ9NxPlESsL0rqe/NTl42CvdW2E+owKF1GD9ZI3WIsFaimt9YvYdLM8atE0mmUtwuOvr94/bZMdIZibUNq7GdCvkKjyOarCjPsfgjCvwu2aKixFU/p0S/+Emyb3UBiTn3vrQph2kQeoDfC3nLHLxaiBW2Mf8cxeV2AlDLl6U8ejSr0D92nwKirxYGa8C/tTihkjcBFKzZToLzBvBTwpHap/30usLMs7Zpbc0i5sywY/mzO1GZbz0HL+IbH6Z5eTPdDH1ypJpNwtpdrjdRNqYIuDsT03WLL+vdGGm6ydGKfvZPFeRXNjRvOnOU3Ow89/sle59JLUmLSyAv3kQEOu9LHFGNm+toDJvYLww9hgVujuhf625APR4D12YDetdNxY/HKyQ0L9XHn7UWszQHuadnXo3gcvu34j1kBemWx0cP7Oe0e0rMQfyY47U8kJ7lwjPTD4rua/QZPi5z/5DQkapc6uSpgr9ZuTwecPZz/wiJf2z8d5v1LCCX6HphWnf8F988zlvTzv2U0twie/1N7REmnyzxPzftBJ9J1XuUs/80OBPCkE58wMun0hHwksiOIvFOqkx0I38ate0R3AkHqbO3gtjy0pRyEVIZR2YbU40e+t3nc49p2trg8CrRQsqxjTPjhASrkk0LuFdIiB0zcy8GetrAaKK5bjnMSfHOAbm0WS42iVTMiVwg0Nm60mWAp5VmKZgfc6QfTkUUVfzqNUVDworjFqrhH2em+16SJbVlL5qy2d/LAUva6AfAJXqN6FNQLquSrBdtM+oHgLkdbqY8eX8alFdlFzYOlc/p7DL85wN4Jpf8aCg9Gs3qxswRpgmZMhy8E1rMm8HkqznOdx79Oho75TxzJkPQiekoMTzyL41eUnzoFWqPm2FwyeBszER7oqcClJvhnXzGcxnCXIbVHHxPkwtx6lBjz6vc47TtTCdQ9sI82tPG5zlbPeNya1Hwe199ldQ5stId30kRUd409De2p4h9cHaJ9pA7EPtU/ZDjgdzLhdElnUqdVYY18YeojJD3JiazfYQyzM3nnXc/6jn9ndhejbDV4HhwpN8R//OIXNWkx1nLGvdkzYN7jhVpYA7TTQPLe7a1+eiS3kOToobIm4Idc+ydovX9fr5NJ7G03gaT+PXMj6um/cjVjmPIg2cZZFAqQEIdVoZaRkFf/SPKvM16iiza6XPs+SbzhsDIPXzy/tKBmwzoMa2jVfK7cYxXEdcF2na2TZ7LnE8dHRvPLsvdWG7O5Ac/ZS6LNVuM4rGjt0llzdfSzHAn4TmTpguYOowhlqwvr/icpo3G1ZgMHmyP8kCTpqyIcSkeZnBccXFen16SybzGmj5bH5TFO0rdkQz852aVdxNKiY8+ffzZi521hvWHBLNAcZzx7TLuaLRHGCr6dgHZEnZEFRjqjUjmoyNnDYO/WJDezuDQuw989YyoF2kxtjoGpiDRcBkaV7p6Z43JueU6Dn/xWib3YuJYRBjzrdpkbAOQntj0rr5AnbnJ4Y2Mj60WbauvHlzzs3dlvlNb/WdyxHxWRafbCOfZkd8CGaet13oA+tDTpz/fAaCOXFH24yHoxV0/NE25GX+1nkvGVyfJDvPPj6P1cBta7/X3gndbcKPyz2y+/LE2c+2HD6zSK7mThivbFPavTeznvHMAIkfIRzMzfv0hcLZyHzbs/lGa8xLah1+TDQPBuwNSECJn9NcxFkbwtnEy4CfAg7gdGhxu4njJ6E67qfvyGaxqm/KeZodDzcbfnpq8CFxdXYAqKC4EFhehIBnJhJV2Wvi9XyBTC5vvtWypCm/5zhEk3l3buJD5WkZDqERTy8zQww0BwPMyVsxMK0inNxMbglQ3JDQIIxn5k6cugxeRSuQjrPHe6XxicZHgjMmem4cSQWXF6xx9szJoSp4Z6zqMHtidAagvVrc4uyQk88MrkAUYnQGkMBY7NwKoV7BKylpbT0xl3K7b2JnEXRmSKilHgdQ1zb7H+zZlLOk7b1zRNyDtUCEozGf2gVwOxBhPmsZd1nlkdnmdQtSURFVdQ1LDKDNk3w0MbPSMaFxRLrWZN3VFEssS3qOqCsVDwHJLPnk7fkRvLHTIsg4s3kzsf26Z+7tObb/3FVDwdQr7eXA5dmRt8/OkFedPacduOfWDuKHhvDQ4oYZbRzjZWD/PWH/wxk5s+eq94k22Jr45n7H8banufGowLR1zDuYzhMy5/i9PqBOmHfBjML2NkPrveM8Q+hhFjYP1kt9+1sdzaHNLLKpJIqySpLi87NNc46zrZtCbJV5m7IqwNba2Nn6KBG8t2ft6cpzvN5y/2NhejEhbWLaeU7PBBVHdyO4lHAx4Q+jAfbGorPkNGdHeJPi++OMi60Vczp7HpgxXkTmhItavUEerfW9gfyn8Rcz5OKcXmb4c9IOJo3c/j8+Z8NPf30H9jSextP4qOPjMtNlrNjJylAWSWz+uTp9xFi1N47zn1p/5ul6ARyWIZ3B5+ohU0ySYr+wPZLkETsqCuMzYe6V+dnMBNAoIUTadia4hHcmve4fbGPFnGXWrRmcqTMwbZFPWt/Yspb1US8ruQcXdaR1tFHR+mlhgvPGLCjJ2yZPA1UuHTMQNsY5O3ibZrv2aZfzmBoy07qwvyUDuLiGS/5/dfYdm6NmA66cxV2YXy/VZVmNFCJmR3E/JJp9Yu48qbXfiSFX9LuF3Vyf+18RI1Y5ejZAU5g7wbeuAjeJCllqWt8nZ5z6CWpvYGbIy3f2g21Epp3w8L2W6QK4b/CDZLdrO+ducLTvHduvlfFKkM1MFyKNjzwAh88bwkHoftKz+9JcgI8vHXd/GGjOR2ubdiadZ/Bsfx5o9jBce06fZPMlB/PO4welf2cZ1mGINSrt9Mxxem7gt7ux3uGUM8plNmOdzWuhuS+UFlX6V09lZ6DAIsuMOhc19uj0sss50nY9+rfWJ316YZvF3Vcj8mnDfmdZvv37hIqDBE0/M2/V5KxB6N6OpM5bX6RfChv1eNWKW2ZItvqT74kiX03ZwTb8ab/MMdv3/yrb9ps6vN3zhIqaKHm8iOJF2WaZTbKXZz+ixydoUng/72DO90mj9G4i4vAkIsKQZRxX/sBW5FsNyLw4klr7whS9FdUalwt6S1uHqRgs8xkR4sYz7Vxdp4tSRlxCVYiTt5YCUWPHXaT3E0mF/dSarBvYtSObZuI0B+YsgZ2TY54daXaGC/O50lGQ0RhLY4eFFB0xOWJ0xNGZJDy374hXUzQ584RIZN+LUvzLrS/rSC1rU1rc7bVkP6elr1aiFZTaB5u3zT7hpkSVYWPFpxoTBdVcrLboeEElqz5ya044Kk4VaWVxcy5rnROTpczRfCVgyZaWtIBrbz2+ErKMKHi0bQxoJxBNyBQJdwPbVy3DpRW4xysl9qXgZ8/HZ/2R3acjN+cb5mTGcDE59m+2+LEB2dHsrah5eOE5fpboXx5zZJUpEC67E1ftkTF6ju82+KPktiDFjZIjAM3QjWQMbQDabHzXtjmOUW09mr5umDf21YZrGMTeI2SSPLb5ujk7x26ytansCTRgGc+tFca1S4zBVG7FxR6XWwRUmDeO+UwZn8+4zWxzGnvOtA8Jf5gNRAMyzmhr91wxpJNprr3uqfX1foqdrsiBVPvm3WweJD4blU4761ef/oxi2NP4/3/88f/yC/5a++dvmxOJz//m/ZOp+tN4Gt+h8XHdvAvjUlYdp9UorLK3Yj9TJxB0eb1aJrDcWxbl8bdGui8bwpcZPHuTxKVWGM9heJ5WD057+JmZVpZiuxWqdiaFBNucOWebvDZEvEs8f/7AzXVHeMiRJg3VLbnmViZyLnVhBTJ7nME9Ln/HNjE5rf2gJKmM9HJeWL2HAZOkBTjmXt666VsM2iwORurGoADoGrNRsOaVHWcAAQAASURBVH5awG49Ni8kr7b/isZGVvfzsqms0rKVm3QgZxC7RYbmFqYl5l5yf5JHbPSapRTVCrxK/zWiuFEJJ6X/5gAiDC829XdiY78vmTmy48rvdxpxU8rGP/k7RCu8xE7Yfy6cPpkJd95kiF0B6kLYWzFi/31huE6ENjJHZyZJ3cTDj06Mo8e/a4yFnayvzu096awcQD7ZbSJulPZWCHubHyRjSA6fhSrR798p7Z0SYoKkqGs4fGYA2s1Uh/girQ0HqU7q5bpKxOZahCYqLlqBoSgwbH6agdj+ez4XeqxwcXxhRSZ/MkZnvAzMW/u7PwnTVnI+LFyeHXn9acdw1+AnT/fOrutw6ZnOSgbqcj39aBvD1EoubC1zsM73FevW3tk5wmWp5dp06Td8aJtwuwnfWJUjJWft905pmsiuGbkMh+rm3aB4JEu8HVG1yr3vY2/Xt4Wwm3gW9pWZnjQwqWcbRq78nj7Lu6OmXzEiSyTepo7X9zuuhpJ/bgWyUhiRLFluDuaif7z2DM9ybFK7rOHzGIiipCHLWVUIzuTmKd+89ncg/9vzfs9pbnh93PFw6pgmT4oVTT42qizpCoKti8A8O+YpwGSAiCbhgoF6sLV82i6AigR+tDlYjcfy9zTgRo3fc5oLuQLV3Rlj5yUaSJeoyDgjx9ESCYLLEYL5BK+LSwUUlfth9bN1BJIZoOV1GMCZi6SOE+Lc0jtdDMigPnzVO6RtbJ1pG7Rv0MbbsU/JmGrnLNpsNMXKvDNTN3d0SBK7Bgiti2y7kZicRZe5xBuXuJvPiU2gu3F0tykXx8xorhjKBZ84awZedA/MF46bqw3xbcBNSvuQmN4vxlsughtm5DDgxgY3RsKpJXkr4qKKNo659xxfBvafC9N5Vh3Mdm3qcykXrKwHGly7MgkVW2drS1k2BSvKLvX2rNHWWHMNCl3C9xHnEtPJDP/6Gyssu9mKE/kmNlfvmHCZlUYE3fZML7YcP2nNcLEUx0th0gmpC8TWoWLrefuQ6N9NTDvrAz+V1IOn8V/7SI3+meaMT+NpPI3v7vjoMm/xCVVXAXLpI2a1WTCp45q5heF7I+1f3XP7iwvadw7xSuzNOGreaAWVGpS4Seg24tpY91YoNZar9LHq7OrPxGntezXlm23y7k4dp2PLfBU5jt7Y7bx5RBYmY52fSQHKWcZaigYyCxz98l0LoFxnb1e7a6kmI6nN4CTav2swud3iWG4VeKTImZXUKv64gEMrANixTjuqwdkjUEMuSuTiQHUJzZthN2sFbil/f8vGzm7p3pQDacqM9qiwMyBW+tarRBEW8x0eHwOO7OYNMif8mztIij9vmc6ydDVnF4fjjGizuAv3De50wu9HkK4ee+phaIylaB6MgS7nA2+svhvtOhw/jzUP14fEOHuccwSXuLw88LDv2b14QP7KzNdvz5Gve9ImPc7pVUHuA829SeFjL2gXQTwpwOnaMlvdaM7YuAyGW0fyprooZnnN/XJ+JUF7o0s02argsd748aBVHu1ypJqo9WtP58b4uMm+/3htTH73zpiWd39oczRulf0Oxktnve8J7g+99b96m9vzLoBqNksqbJu55JeMcckEmaTlnigtGUD9Din789RIrtHm9Lf5Kf0mDmkTvolmnOUzixtdNeFqfOTcHekl4tFHfHQiMRGZNHFSx5CCmR0GaNqZVuYKwmP+dy9Kk+UMg9rFaPCPeqcnjdynHadja9dLFnVMGaWIVuS0xxdW8CypBrUneDS5NlHMlyIbUTm0gmmH4p0Sk+Alcdkc2fiJV4czhjEQZ/8ob7kCzCahvRAL+xwMaM9TMFY6x8ZpFDRakcJMBs1BvqyHbsyF0jxPSwGrMpNTvpdSXt8yuBbVCqLNo8ERs1cFIks0ljbGsJ6UMS1seDmntUjryn27gO2SWw1L8Qlnz0K8Q9eZx96h6pFJlypoZtBJujQsAxoWF/DkYLju2H/qrX2ph9Sm2o6EQkrOlAqiTNlhHaDzM5+cP6BfwD3nhFMgvLJiWrh3jENDaGy+OVFedHt+3L8F4MuLS7663JAajxsTfvSEA9lYM1lBYpysx3iONFOOmZpKpVgIfQC3ZbxorE+fpYBc/x6tqJkyOE6tPvJksJ5osZnolvNcgHjqE+5sYrsbTfEQZcnLJrPGw+pDVXPhwmT0bozIFK140fdM11v2n3U1PrIA+3mrTOfOPDWitVDNG6r/iRsT7TTSXPZWS3kaT+NpPI2n8WsbHx1Mu6AkMafiqk9a7wqr/FPQYiksgFee7w5sf3viG32Onjzzs5n52nrmaj+2AjHLsqL1IUthfvO/a95UMeUPXruAAykJwxRofOTz83v++PXnhBvPvMsyq7iwvxZXBXGToE0LKJSlH68y7qVHrpjplP3Mh9nb2GvcZMxD7UvMb64OtFE0ZDeSZBFGkCVqsrznmpkuTPF4bVX15r0jZCBfwBYCyclKSmjHtQZk3htDNXc5OikW6bv1eXW35h7tRwUc89lS+V+rSdduznXTk/9/OsvSZvFsz7bw9Wvab/ak5px545i2jukiPNrsuAjzxtNsNuic5Z+rz9McK9I+KN0bu/bzbkXv2l4XPZ8JebNv88Ehkuiame+f3/Cn7pqk8GK75/391sCe6GOhrGh1iz9+Kkw7rSxUasUifLLMPjUmGQQ7h9NWqgqBlJnvsZwPav+kZtl9yaMtktDlnJrCYw62gSyjgJ/UgM/S0rQxKbd6OH0acYNUcxuX49DcKAxf7RZ3bYXYC+1tpLuPDM+C9Ra2oEeT2atkFjP3zauzwka5NmHgkalOZehyMceYbr4zQ5MjRrUMXlHwCVWPc0rvJ3ZupJfIVqARoRGHwzGpAemDKvfa8m7c1vaNrplpVifxpA3H2DCmYK7fGnFEGnE0LCx1Qokok4YKPOeNy27P9l6S+zj9aI7I5JiftZKi3vclh10U10U23WhMNEJSb9FYMRCT0PjEi37PVXPk54dnDFMgRZeNyWzNcuHxuh1TIm2xOMMm2jqf+6ctfz3HWM3LGgu5+Fhy4tXlIt4CbEpWe8omjuGUqoeBOTqX12v+nWwUmSu52vgKqBWLxGsOLW4yeXUd9vF1TZNkaQhxHZsk+b4PYoHHzlGMtOodro/Py6P/L+7f6YOXiIFqEWHeemuDIffCnxyJVNtC0uy4H1oan5hmu27BezrvaFzk+e7A6boh/vwMf7K88bAPnCaHOLvZx9njUP6w/5Izf+Jm2vD1xSXJ+6pscdHmlZtzASDlYrXqEm81x/r9RAQ3mMGkHwSdqQU9cr26PCdtbbZ5auoKY31rS1RpNcnPWnI+tr+Y+P7L93R+5t1xy3FsSKVIHxLjhXJ46ehaIRwDMnjkOCJzInWA5OxsWlIbmM4C47mZu9XM6JBIm8hw3TBtHX4yRVVqrWB5vIZm39DcTjm661eWkafxNJ7G03gaf4Hj44NpZ/1jCYdmVjM3/i1guADq2Z6AGhQ5BP7kZy/pzgfc9UiKmUFdVYXJv65q7LDmzZtmtpn1q1YbO1KRIK8cZ4H3D1umjWfz7MhRN+YemtlL9SYBKn3LhMy6xwzQnX1OPTKBEpf0aKvzAcsihaUukrSIycPzcS1mNWpFACUzhVJ7Zl0EorEcBbCu+1UBtE0WMXX3uPoOK0CDvY8BNHOCRkHyJnnuJLMp9plTB+PO2F8XIRwS/Y1weukyMFtYF8TeW2Z9ZECm3hjXJQ9cmK63tO9aeDgQ9hvUNcRWGXcOyb2c6sVivDrH/PmzGveydhxv9uZkDRCOxp7P59TrpR7kCOGbth7T6ZOZ/uqEy47Df3p7zZtfXNG9Cvzyy+c8v7O+9jd/LcD5tDAUPqGfH5k+t3mforO4NEft6wObQ/NOGHcu/3/JM80FgiH3ESYD1BpgvLDzXsC5zCZNXZu9rc32gEXGKiafLn2ssbCH+Ry4EeYzA+bWU5hdzXMP9O4XDn+yKCE7VjtuyfnZzUHMRX8y8BF7K4zEbtnUmmuyFWZSVnGUQlO9Znmuf9AO/Js9kplleZ/wsmSNRx/xTtmGkZ0b6AR6cQZ+xdd+54R5Up204TC3Nr/PlJebE+fuiJNEVM+knlNsaF2kFTMta8ThV+WghHLQkUET+9SR9g1+UqaNy60uWdmCXftwUtyUiKHIIah57UAtiCIgXWR3duKiH3AowxyqOdmUHCk5QjPzonugkcjb047j0JKSI+XkB8mGZj7YopeiGXolFSQk67WPq88uICksANsdzSU/tksx0xh2M/YzVtgWZouqIkcG5oz7DKSL10F5D9TWMOdzRFiJYYoJcYkk5hD9qI1Gl8+vbHtmpsXnQqZIZahjaxnJqKIp2cd7v8i6i5yjAOliNBYj8mdFzYl91+Z+pn/rqoQfLPZLnSnEPnt5y+1+w/3saFtrhYrJMaujczPPugMvv//Azy6e8bPfu0LuTYqiKbcuJOFwavnHd5/wg/6HdG7iIgz4EHERmoeJ7m6JHZt7x3y9w533xqI7k6vXw04GsLWxAmsqqqYhq19yEU/9ck5xpq6K2fixmHuVGKyUvU5SC7Oz9ar0i191RxKCd2ZQWhap0EbG5xEX7RjahwZ3nPFZ6q3BoY291sUJyT4WBbRXk7lkz4x5pxyfO5q9FSTNGBTGK+F4CPhT7sUXnsbTeBpP42n8GsdHBdPFoVWwh8XCoCprjaw5vy6oU4p0bxbGQ5s3S5lJVB5Jhx+NvEGBpV/XGETJfdIro59Y2FgD3i/P9tydem7+3gv8IMh1lpVleWpaVa4BA+9jsYbNPyvuvPlzHz31SuEAYw0VNfawSLmdop1adItgUrHJgE2RdxMzlScG6F3M56yw37pIAx/1S49CylLv5felupUux0XtR3dZei/JroPk71U2KH5SA9c9zGKsdOyEZp9oHhzTlkffXfMlcLEcL4tEOdqGVpL1YabGoRdnyN0DANPOmdQtWl91AWmxs7mgwQxdVKjn3xzMl5OempWMPT2eP917oX9jUur3PhDPHD5v3h6OHeHG4yZoctSUB9o7x/hFPi9YgaffTHTNTOsjwxx4f7dFnZnShb3k2CrqJtpFmwMmFTUAaznRRc5t5/j4iTBdqvX3qckSY/4upbe5zv98zT+U81cDOMkRWDhim9UTXb4Yk5BaXXzNBPo3djz7L8wpeTgHSY1l8Co0d3beSstBAdI1n7rIVjPoX5tY1Z7UD+WV3xFALXlz3rcT19sju2AX9XbsOc22dEckt3NKNR5LLL3SxZk7qZB6JQbli90tOzfgUWOb1fKan7UHrv0Dl66t0u4FmCcGTdwn5T71uIMjHGamjavyZ1fA55gLbWDGdI0VadJ51vHPgmwi/XbE5/aZ835gEyZz8M5u3bOak3dSKyqMKfA6Nrze7xiOjRUbarFREZeqHD4VxjGDbCSbALpcmVwXCJMgo7NC0Zh9LvbeCoBHy3N3+fuUXuji6REF0iA1R1udLIqQVawVkA2jIjIU2VCClNDOUgnWhaIPTThL2wRS1gX7u2iWPk8KhZ2FKu0204tveR6WqK3i6r0G2SyPJ1GluRs5+8oxXHjmja1TtYWkSfyLz7/i7+r3ePP+nBgtL7rMOYCzZuC3tm/5H778z/nsD275z48/5v/4X/2r3L3fkmaHzo4JeLvf8rdufsQXm1uO0dzYJCr+9sjGCbHbMJ4Lw6Vj7pdYjmoYlosZ63NXPEbKc3pdTE6S19l5+T5eFyDtJq1RjuV9551dB91aW1WcPe9OWxofSSp4UXz+/uPocaOzlA+XCx7eeqXVe+ZtILWOdlYI0cB1njdlvXMThAfHnNUgwzOpRnXVAyYXVE/HkB3Xf/VyP41f3/j7oyLH6TFJ8jSextP4jR4f2YAsP7jLzsDnknwS1tKzIkkt5lh1ZFlfYSaA2vNcmd26mVpVbCuottdZv5wsm5c1yBB7YH59e862m+DHB6ZfbOlfe2KvC2MWHr+3ydJZwDPL5z3OpZIKnssGr/xdM5CnbAKrMU1mphtzoK0j2nuVz5dpBZrV5IvTWWaJ91L7lsvvukEWiW0BzboyxynnK/fHFuDs5v8fe3/Sa9uy5fdhvxERc85V7OLUt3rv5SuyIJkkJUoiLMgGGzbdUsuwAcMN9/wZ3PUncMMwIAiwm2oaalhwQxItG5QhiCpIkUlmJjPzlffd6txT7GqtNYuIGG6MiDnnPvcmCcOZ7yTe2wGcu+/ZZ++15ppFRPzH+BelKJLsUJtDNs3gTpCTzOdEnWm7fK/E7XI9qpuqulXsTDkduYLfWqkv4Co+3ROcmJtwJ3PXJHdlM6uUOBnFH0bUb3DJ7imVQkO/tDf3g5K2S9divjSlkwfQvV06yDkVB2EVfvT8FW/PDzQu0/97gZe3O+Rf7s04xm67eZ86Rc/N2x0M3go3Ak22zakVC+y4/bjQGSUZIBKFNFFye7OdcwW3c0wnX66lzG7sLtXIN/3GBvPeqM9JbajUvXjRiapTpPf4O2fH0OpC72zM4E/HsvlMSm5N3z7nTZ8MWNlGsrx2MuUFhYpPz7yZnY9pdWyrR+U3aqPom4T3phnehomn3YFJHWM2XepZGPEok8KkGS9SGpBpzpuu4xhbZBLyNvGsu2Mjk2mmJdOIFXi2fuJcJjrZfKvJjgNGdfx0eE44iHU75X4Rsd7LKEzngeHCtJ3pLLO5GKzL7jKX254Xu1vzoRg3ZDUDq+ASUTx9CqU4KqRsz9qrYc/rfs/N7Q4d/LJe1JunUL7j5ImTt3VhXa90Jr1IpcApSZCRhQ1U7v9wErQvILW3AparRUVZDB7rXGVJCFb0motBRWpRNdS1ICTR5kb1zoBsytbVFuZu+XwsGJjNJV5rHRW5XsukOF5LmXCkOELjPdqEVXe6GknobHhlUVrWKZXUwJTMtqT1aFsKKv1Ee+UZzzz9E2F4VqKvRuC24U+uX7BtJjbb0V5OBaJn9Pb7jWQ6MWlBQkili0sSdHKQhJzh0HR82V5YLFqVMHmBlPF3A+11y7Q1M8TxcgGN7xbaZiO8wiqQVOQr5XzNa3Qp1kle3LIlYUyqqPPco95MIlMnTHuIFxn3ZLBzI8ppauwzw8xEitkxHVrOPnd0b+2+qGtxzbhOW29RbUFI24a0DVZUWX0mP0K4E9zkZuCcOu75S5DsHhwuLDbsIWf6L2k4T76I/9of+9/8o/8dP/jn/+xXcEAP42E8jL8q469GNNZ6lGrxLOtadW8lgSKLq/dMW607kdXvlI0P2IZMk1hHpCze2ub77uCzC2x5jWKOJo4S3+F49dUFrk24T06kYUtzKzPdLxeQgb93yMux1O5xrh+S5e/r94X7ncQacyWU1k8tw9dOiM7HP1PCs+m9/Lh04KvxU95kUrAXDmpdl+ba0KUfijmYALPjM4vGeg3K3vmIkpUwqAGpAMQK6pdNkcUhOcusXm3AayfyPmg252b7jLbvSx0MzuEHR3QN6s9QJzTHTNy4+b2yt89fI9BIeg8ozvS5Qll30Qy+ZrBWr1VQ8jaRPohcb7a4CPEsWSRZchyHlot24LvnV7zobgH4k80L/uWbDTIJbi7U2D04nALbH3fsP1f6Z4HDd1Ppwi83wEzry0UbWDsmBSz70aiitYDhomlT/SD3TLxU7JyJCpp1odLX+2qNtUrxBbc4x0qC9lpm06ra0UmdXdd4ZnExpxdC3C6dODcae2DaWQySdcAXMOGm0hGqvnuFUpmzkLZ2f1cjvNqld/UZqc/FtzTafh1H02RCSDhRxuJY/Z3NFc/bOz7rH/GkOXDuTjRi08ikeaWZXjZ9WR3HqSUchbyx2CKP0kieQYBD6Vyk/VcILhtxZOCPbj+ku7JCVuys6DJ3SMdiOtiUDuLe2Cm01mE/3wx85+yK3zl7yZnvuUsbfnF6wvW4ofUJhxKzx4niiiGZL5nTr/s9X92ck3o/z+8u5FkLHaeSNx0dOhZZR1DEQ6W5KCwTdDYWhk7L/Vs9JXwqhYFeZ7rv7E1QCwhlXs1BSE1R2dQs9ermvXrWpMgzVARpgn2ElCFmmmNmPBfcygRyjsZyWMxSifjTsIDqhVFiDBy8g2jmZtYFDeYarWrvBSw66WWh1ZTN0MsJEj0uB6NO5xJNNUST8uxhemQnwx094c7x8z/8yAzeRJGzyO5swPtEyo4hBk6hISP02vB1vOCnp+dcvd3jr8Ni1imOOHqOY8Pd1LHxE5vNxPED4dGjHf7qSHs1Mp054tYb22EVJVYLgu8yV9Qxd5frNag66cqAqlpsKMwYZz4V015KvrUas2KTYJvYng9c7Po589wX9/mUrfCjQN83hNeNMZpKMaa5ieTOMz5q7ZmJSjNkcnDE84bpzDHtbD6tJp3rQms1nKwSpPrZZSrzalPo33/uE/ww/v8Z4bsf85/+/f8TsH/fh/IwHsbD+Cs23q9megV257He6K+/n8uGnwIMCi2UqXQkvEDIS1yTAsk2VeHWEw5COEE42gbp8Emg/6iWpt85sKI/dqF2PuD3Xrzk+tGGn/34A6NXC7ODt+lATcMKfKu51kzxzizAnfKZ1kDh3aEVEDF34u/pquvXVcXdlcV1rb1zsdC5gyOeZds0BHB3WExTljkfW3JpWjjbXLja+Jm7JeX1CqDTsHSDXbROSnNKNCfblKizzWZFeGnzTsFhdanVCRmdqfpzJEw5F7lcd3+qurMFtLc3ieYu0j9vSZ0vMVwOiq7OugAUHTb4O9i8yYReiTtf3FF1vlbqFd8lPn56zefAdN2WHbNRT2NyvDrueNtv+Zk8YZgCV1+d01x7pkfJdJ/FeTkV7fzwJKPeEbfmGAzLpqnqnu3eWdqyBkJ1dkiu+bXW+Vo0yn5tkuRX96HKDAbmAkO9dVbMBoky6+ylOGinrpiyiW3azFzPMldpM8PjTG4EfxL8CZpxARS5MVpi6qqzs8zmeTPDoRxrLk66GqywYU71zMWE1en4jdEEOpfZNJF9O/KoO/G97Rv++vYzvo4XvJmWDZ0DkipOoMN005lcTMjgKu+47bsCCu3kNWLA1ajezjSfJXM6o7zb3HKYGZkj0qdmyeMtz2Pd9IeDMRFyUwDJmTkR1/xnJ8p50/OiuSmFgMRrf8bJGzKKasdi76k0LrNtJwS4Om0Y+oaqt56NJFWssFro4PcKlKv5XVfyDQ1K7ixRwQzTjMlTHbPrMzmD60rjlhXwXs1LLtm6lDopdGF7LlQKLbtSd8W0zYq3DrLqDKxmaUvV8cLyDLhFi10LjtY9XdHOk0JMaIyIX11BLyhiedL1oAv9W1IGX9TxWjrWxd3bxbx4W4iZraVOkW1EvDmuh6Nn+5UrcXfQfyjk3Uh2Ztp551q8y3zaP6aRxEfNW36w/Zrd+UD/qi3FAptzq5lcViFmz8Vm4LMfRa6+POPJHyT87cD2lbdC3ZksBdJSpHOxsgSWInA1wyPXYo+uTDSL9t2bDnvaw3QhxJ1FXaXzSHM+st8NNCGRyv3ThkRTALSvzLflViBnR4qeMC2O7N2rieZuon++4fTE05yUzasJPyTGi4bjc890XnwuqhQrA8V/pJqXVlZVXZ/VWRyj3Re2vuV35viH8Rc3NvJwbh/Gw3gY3xzvFUznYi6jykJXVnNZlUZQn5edc90YOawLG5eNnOQCNtXNcVRy07B56Qi9bc6rnlWSdc7iLtB/wNyxqGZgFHMyCRkfkkWvfL7hD778AfsfXrN9dmT49Aw3CLMbc2NduozpVXOXYVMpdZhjiRY04HTR5NYCQaXY1lOwdhP/tjLzu/P53E1n1kdLcRutFfu6gQgnAdy8ScyrO0DSspmsr5sbYXIYFa5uUGKNfbGPFTdipj2ybF78mM05uvPzKa5ar0p5qx0CzctGAYdt/DQz0+ULoHKTbWpt02BOrTkIcVMApVqnZzFlM4dxbfyio6+dnnoJGiHHGmGzALhaRMlvWz69fk73ytNOQv8ioY25z8fomXxmSjBNgf6uZfOZxXJNz7PVNnIp9iTBeUU+OpE+VsgOGT1IKCY7Om++cwP9Y8FNfr7HKcBl3Hv8ROlmm+lbbmXpzhTQXB6HWRZQWQsze6HeFytn7EprrQWi4bESL7KxOOoGzYFrE8Fn4ujL+5rJnB9LMaWxDb4fLXYtbcozGu4DYVmBHhdNdlDddGfNY70nVsyC3xQTMlWjw162J37v7Cu+077hp8ML/unNd7iLHT/afV3A8GIx4UVwCI14OpReEofccexbQgJtlJ0zejgw+1ZUWu1tbjjqyBndt1K9vVh0lc0BeY4FlGjZ6d1txp8y6dKbWdPOnLE1mcmUiPLV6YKfhWe8aG/KMWRidsRsecUxW/ccl2m8GVpNyXMaWlJ0MzAnC7k6YNdJptwv9fmtppSq9izOwMcpucs4HDKaSV7omU3ATCrxTtScnaiVSZgV/SpYNiMw+7ccqtTBHOr9qvConbc4pM7mpdz4WcJTn1mZ50SZn5EK1Kv8wwDw+ncypISEAMX4TVKCEQPPJd8Yr2jwS3zWpjVgHdO9bjWq9jNdw/B0w+Fjx/QoGg9sLC7vGzUDw7KO6NaKiCk7prLOnbcDT5sDP+he8v3mFT9qX/LHH3/Ef/Hmr+HughWLS4t9jJ7j1DJ5Eypsnp54+9fP6G7O2P/4hubNid3OM501VuiNS+GjSlpyY91935ufQ9VKW7deGM/snPpJiiO9MDyG/nlGzyd8l2jayHk7cbntueh6AA5TO3sVZBVjTrhMU5gTqsVQTZTQJKbLzHDwhJPS3E6zVl5K8bfeD7kTpjNhvGDxjxDzGKlF8Xk+LPKY7JiTOnSwPURzKHGbDznTD+NhPIyH8Ssd71kzbUBKdTGSmWnFtSMpamALMWDl1HaOmeJmWrpmtXsLoEZR7d7aRj6eQTyTGVD50TFecn9TXkFH6Xj4kHBOcW2kv4hsP20YDo+YLjOhl1mLNQPDwY4/N0r7tOdi33McGqYxMB0aA9RF94xXc64pmyCXSzGhULaF4jh+D3msEPTcxl19vwCTmpWZJ4vsuqcnK12P5m4517VD6CasCj6WSrisfi9QOjiKyxUwZyQraessHqd2A7JtaFLnqQY5wH16ZD3vxURr7s7X4Zg3qdWEy6KudM7sjDtPO2b8kOHc3isH67yvNx1Vj+1SpjlkUldodBvLvk2dcPaZsHm70nFHgaac2yy0V579L62DMjwV24wmR4owFUd6VXAhk7aW500BmXM3LNtn8MEyg3O2zZcUiqEko/ZNewPTp+dyD2zWz7Rkj9qz4EpnDRYgrYXSX++bGWdUIsbK0E1qt6a8l0t2DMMTIV5mdJvu33tZ0OuWqUvgS3b5ETavTcsdt8K0NXC/eaU0d9ZRq7m57zINlnu6silK983bB591hpXiuLr9f93HFJ2Bi9jyejzj6/GcP3z7IW+PW16c39G5qThyQyPM7tte7BnYiQlb924w/X6287rzI005mZM6rpK5AZ75oWiwM1m+2Z3OZHr13E5dmf8KYC1dv+aghEM2kJ39EukUBe4CY0lU+AWPOMSWj3bXfNDdckotfWpmw6qUHbnQvBuXUBVOU8M42nIVWqOwxyHMsYflnayQGvL8/EmVxqxSEcRb7Fs9dolW+HGDzTHAXMCbu8KNzJ3AmZVTADWUjmiQOSIrtcvcmz1z8SI1DpkyrgCrfNaStoHUuUXuspL5WBFT5v+nxmIJRQpSryvm5t0UnU7tTBeadtVFqxMEb07ezhVjTyskqnNIPxigzvU8CNoIwyNP/1yhUeRNS3MU4l5J+4zsIt12IiUhBDOBi9Eo9wOB27Hj9bTnTTwjq+PT6Qlf9eeWBe51kTGpMI2B65Nl5U3J41ym/2jkzV/rCKczus/v2LzsSa3jNJiOeK1xVm/0b8kQylox7oW4M8r2eKlMjxOyi4Qmmbb+LoBX2kcDm24iFLd8X4o5QRKxRLWth3fGoaju5ff+zWfi5ch0syEMihvN/MIPme3XSugTKEy7wOmxZ3hi7Da7KXWulEhc5DuVVaIFSKdO5/vTjbYOtJPSdL8hE+TDeBgP42H8FRnvmebNDBTsGwZYamdVYQGeZU/kopBn528D1MBMFSMYGB4fZ9ugBC3VfJm7cGmj5G2GZtX2VQMg4kqma+nEjYO104ZnGTcI3StvusCBpYsJSMmAjltlvx14sj2ybwM3fcfbPkAxt5K6ecgF3QY1WmPpWFcqriCrggLMOuka3/XOwr4G3tqoRQ8lcOU1ZSUp/0ZOr67ojaXrgRRaIUvTZ36vaqzjxDq7ZROomPmUdK5cxyXSylUaoytdynfMY94d+s6GErUNbzhmQp+IO0/qPC7m0pGQ+djCMeGiXzRxfcQdR8K1A93RP2ot47MAy3lTWqmYa016q8QzZTpzhKPiBiEW1/Q8OSbxOCe0beK7T19x96zly88eG5C3PepcKNKsOKe0ITFMYiC80Op9VsLBNuRxy0LXq8Y2uYJoXfJOawybLp3pmkVdAY4m+zfTf1ZWQbl/qeCg0HL3RsmezmF4kqzLVOKYNAtMDnfwXPyp4/SBp/033nK4bmhuhbixZyx2ZtTjJ6W5Myfv/qkwXTCzC+buC/XehlnXn+/fa8v9f7/A85swpr7h9m7LaWj5/ObCwMnQ4EQZtoGszv5gHen1MECdafA0EtHs7DyGbCAcxZdu4FQuxpNwxxM/sZFAxvTUtTtttPHMVd5xGFvAnn9gvj71WcLJQsSZjP6PCDEby+VWhTEGo3FLZlI3a6RjdgwpkFVofKJx1ukcpkCOzjTUhbmTvDkqszZhnKt3IC5bcRSo0YRzKIQrxZokqxzpWrmxj5SLcZjlYxsQRUCn2pGmyC3s80mG9lBBs52f+poz6G4d2gsyTpYzvbHYpNQUqUx5/9nrojzXosb8yEFnZ+/qhF/n6lkznTLkiGTTTH/rAyNi8peMZTQn62ovN5DRwKvkJPSZ7nVAUrB4vsnWUX8+sd0NbFur6MXkZjd2k2ULt33Hv3jzEW/HHa1LfH0644vbc/uoXZ5ZYVqKwzE7Y/2MFpEWusThB5HXQ8vzcUfz5sjusyN+2DDtXZnrbA3oLx3jRaE7h9J5PlemR5HmcuD87MQHZ3f8j578jL+5/SX/9d2P+Aef/h5T8vNnWI8hBmDDlDyHsSUVdkPjM+fdQOMSU/acpobT2DBOgXEI5MFDErscrTBddLgp44+RJhpra7po6Z96jh8JQ2E8kYyZN1+m4l+BE3OUV1nWgHX6RqV8D9AO+o3P8TAexsN4GA/jL2+8XwOyQqk2tCf32cu1I7f6MzO+E0W79s6i4a0roZODxjRxbhT8ZO7V4QC5g8P3VkBaMYDqzH3ZCTM1cNuNZj72kw3+JIyX9n7+VIBNifeBuZAMThlj4DC1dCESvG3oFHsfra6wpdugokjJ1L1HJ1z/fx339NU6d7fn11FZnM+L66dkkIEZYJXT/k13Z61AcvnqUHLZUKkAQYjOqOK5WYC2n5Sca0fRaHM5GLhad5RdUjMKy1jc1aRLR712ketlnbtC9j5hULZfj7g+IaqkzhP33q5FqTHkRsi1I56X+BgNDneYkP5E23r81JCS0YpdhGnn5uuplSKaBYkObTPPf/cV4w89Vz97ZBudaFxPzUJSjwZhErgdOoLLdBcDY98UvXQ5vUnQ7NGN3RNTUpzPDM8Spyee3deJ5lSviTCFSsEvm3VKF7uXVce9AOm0ek7KpttNi+680lBnIx4xZ/K0MX1g3Jr5Vw7Zik+NFaWIguIQn/Ftts7TUehuTJeQgdxmXHRMZ0ZrDUc7LovAEiQq43nRWlYWSqVtr4fove9Vevd6HpByn8zeAb/mQ4+eeGUb+L6yWkKGrZmSdW4q2udvH7VDPWkgRYvdcV3i0p8MSJeRy4nfuYFNidgyDbZ1p5MW/TUWi3V76jirMW6rOaRGNlUQs7Ag6lwHsXUk5xlFedtv2YaJXRjZ+MlAFAbGxuSZsuPxxrrQqXaZgWkqFGYB1yQyfp57ATQ6m8NbixYToXgWyEz3XneAFz+BVeJD7UiXFdLFpStYWSE52/PoJ5O1SAHXCLjOFUC9up4Ocivk1jrDTBGKE7ebPRBkueeVJXKrzsHrOqoU0NiUP6G8Wc4zrVtSRiUtjt5gqHWKFhPgSn70FE0/7RzaNuSuQX0pBuRMuEtICtY9vbTCctpm0w/7RFvsslM2+UucfKE929owTVZYbnxiSp6+b+x6dmku1JHNfb3xiVykWyl6w/S7yO2PhHDqePSngqgSt47+sSO3gu8NYB4/EPqPI/5iLDFpEMfA/mzg+fkd+2ZkF0Ym9Xw6PeHNuGfXjRa/psKUrBDQFinBbd9xS4dzmWPfkbPQtpEpKd+/fMPfufiUV9MZ/93r7/Hq7Tn6dUf7xlmxYWtF7cNHgh8btl9PhNsRbTyHTzYcXzjGC+if3ZfSqDKzEdSt7olv8ZBZFyBzECuWDn/OhPAw/tLH23Tko/9o874P42E8jIfxKx7vtzP97v+Uquy3ejyswV+WmU48d4YLpVbvArtPw5z9DMx01nBSc6/N3NMtGygV41uDGUcp3B07znYDd797YHy5pXvjTRs62IYp+dL1jZWWDTIJ/anlunRa8rw50oVquNaBA1UbXHV36nXRPM+/U9olXu+D4EoNVzcvvlKr12Wj5calO127l7PeXP/VncAZ+Ehpiifu5ahW3a0rx5dD6VTrcpDZC3SQk3Vg7rmE1+OiblJX7z0Davv84c7QYA4ON2XiNqBnfu50xo3DFS1fLqZo0w5OH+5obxvC2xP+MNIcDOxByaL2dkzjBWhb3jzrbNbV+sST7ZHbZ1vioTFAUzO9M2hyTL3w1fHS8tLLplBroaZe8wxx8oyNt+ID4B6P3H1vQzg52rtMONnnz01xQWa5N+r10vmeLtrAcbkO4ah01xmXTMs+FWfYvBGGR2XTXbWsXSZvjKYJmAOylHtqdGx/2TBeKO67B0LITKL4Y8u0s2fg6stz/MnRXtm9n9qql7c81uESJBsdNDfleqPz9XqXlTC7u88FtNVz8M7z8psw3OjwB18KPVYc1AZCE7noeh75I41kvJgBWefcnDVdRyZzkzZo742e7JX9arfda+A6bs2ATLTYLtQLsxC9HY5OlI1MxOgJfZ41xX6svhQZiUreWe57NYbKQtF0CogneiU3jn4KnGLDJkwEyTivjAW9atGktsVYofGJbjNZ7NUQ0Cy4JiFecRgVXETJ0VlaA+VWLs+wEyXVtnSWEhC9AtLVnbsW9ir7w5Xi7YoNYvF6S2c6j1jOd8xlXRJ8bzScWlhUV/Lia3GtDRaLlTPhlFAvhL1jfMQy5wkLw2TFIKmaWxeZ5SOpgnQxgEyzWtrXGdJ1Yso1kqtEalUmji/d7eAgF3qyKuFkDtrdxwfaJnI8djSidN2EdzozC3J29McWbm3x1U2CTQISOTdE72d2QQgTOQvD9YZwFchB0XPYtRNtSExjIB/tWssu4p4OXP21DeO5iYLHR8r4POLPIs6bLGsaAx88ueV/8d1/SlLHP7v9hD998wzv7F6akudOO/7s8JyfyVPupo7GZY5TQ0yOKfnZEHXbTjQhMUVPGxL/1vd+wpP2wD9+811+/OkLft495t999BNzmj/s8D/dcPFj2L+cSK3j7mNP/9yuXWUeaOPpn7Vc/9AZiHZlzZnKtaHM63UfVPYG1VG+esaYNMfm/0rxNg3//29zzMP4ix0Tyv5fvqo+ng/jYTyM35Dx3nOmNbN08LLMHQDgm0ivLi51TyIFPM4bI0c4OsKpmMF0kDvLeKToXdVrAUz19QqlvLxo3XfEKdD+0ZZ0OGP6myPuyUi+3uAmWTq75TVcLGBejEo73TQcVp9Do5vBwTeAgGKZpDUGpcmmyRXmLrOUc6NiXW47dyyg+l1wXs+N3D/O+WfWILVsdCur3CUhq97fkte9mFY31GKAExVpFm0gYiBrNh0ve/G0gbGxPOe5+16OzRVArh5mE7bVsVZX6NRZFA+ANs46z1mNyl8Bv1K6tjLnYKdWmM4cfvQEEZgm2tvM6akzIF06aG40/fEC2IQaRfbZ14/Q151do11GWtM715xdMEDt3wSaG7vWwwuLUVl3mcBoj1Pp3AA4n4gfjtydOh79icyuwe0tpK1YrnPRRbriJVABDBlCX9yTfe1SKP3jsolvYbxQc98uHefZ3K4Y9VV5wTqfXZwB3s0rpb0Wbj4ITG8Cuw8OxI2SNpa3KoPpPHNrHenQF52iFjp3A6lR4l7LsyGmbnDLc3tPQ70esjzj679LtoLVb8LQSmNGlnMWMl0bedod2BVQXDXTWfXeuZw0cZsjX0yPkdGuVdNGc+1WA88JxzEbbfvcndiIpxMDQo3YPerF0WG5z3sZCWHZKrpouvhwBH8qYHJ24tcyt4LaWxQ/DMH5RFe6mmBg16GzIZp3mbNm5PnmjqiOq26LqtBTtNJRyGKxROIVX0C3uEUeodjzhspc1Kz0Y5LgeofvZTYsrF4c1RG6RsS5yJx+sHZZrhTvNdPCiqtqxThffDrEzoXvM34APxSjL0CmhL/tQTvcs/sOfdlbUXCOlUuLnMVo5XnJv8bAlLV2gxmMzTeSGo27dqdrBrUXZEpIP1qnOmckeNSbQRoiEJfjbO5gysKL8zuOm4Hr49Y6/uV+EFHG6HEvW7YvHXED/XcyTRvZtFMpUlvRQ0TZtxONT/wievznDSEJwzPbklx2PdtnEz/rn+HeNuTO0ewm0ocn7s4th2xzNvLJ+YHff/IFf+fsF9zmDf+Pz/8WAI/DYZYvbJtIzI7D1KIwO3G7wo7oR9PrD2NgPLZwCBy8kj685d/68Jc4lP/h649xkvndzZf83z7/O5z/0443T17wH1z/PdLk6f5ky7M/Tuw/6/GHkXTWkZsNfqwu6DA8DqSN4/TUM15oidMUi1FMxTS0zPMVTM9Le2WWlTUOFcK4FLT9wJI9/RtSbPxVj0//V9/lmWvf92E8jIfxMP4Kjvfr5h0d0gfk6An9oqOdKaxFtqWw0JRLh9TA2LJ5rC7FaaPc/VYBxp4lT5qS+lNXqNKdlii4QZDsSHtBS7zWft9z+7yjuXW0XzakTTCwpUWfVsBfjVGZacrBKsk6+PsgobqFZ5njhyhdbTdWZHl/M7z+/znSqBqulXMy63Gl6KzL69bf/8bCWoCdJAM7ubG/1/gNTdZlWW8ObVe6bCznjzRlcivQyOLM7ZhzkKe9IzVSXl9nR28Nq2OZr+Xq2Fa62byS/EnMuCESzztwiwa+AulKG9ewaMA12PG0r0/IabTXKbTnagDne2VzpaStbdbxOhcYwi7y0dNrfhmfkHtvcoDkCgKvN58SNom4d4SDxcRQiym1KrG6tjG62cxGVAhdpP/EcbhtOPvcNsjhCO21UbB9Xzq+xfQO7O/qzc07boXhUpguivb5w5F2NzHeWpSXa4ohUy53SAUUah06jWsKKGbO1CWmM2H7UufP8Wh/4vNPtmy/Ns25NhndZKazFnTJb40bYTw3/4D793B5/dk5/97bfmNIpf2/U19z35Q2/loObRTtFM02F+LNIDH4RJA8m1p9m+1A0uW7t2mDjPZMb7uRjZtmmveknpg9rYs88kc6aWYQvR5eLBoLMN12gtRa5JybIPR5pkq74o6vzs1FrdmlvXyOzWbirBvYeOtKZxWiujlP27vMZXfit7av6XPDV6dzbgdzA18mByEnIbSJzcbis1JOTFMpVqmgRb+bo00y4jNVUuTiyuSvnvPK2in35zz/+Xs4d55Dv6Hx552fqdKahHV5MWAqaZk/JOa56CalEzmPOj96O9+pKcB+1bm27vpyEHN3GezhSZl1d1qDn92+icm00tOEThOEYJFdTpbormrcOSjTqaFxiafbidu+43C7wTll345ctj2Xz3r+4NiSX2/t+DaJbTfSNREvJnfKKjQu82J3y++eveSH56/5B1e/z+UfBdJnHV+4S7a7kb/33R/TusSfvf0OTIL3lrvug33dthNdsNd9E8/4ef+EXAon//Dt7+Ik8/XpzCQD0XNX7q02RLp95KI7cTd2aBPZhMjnp0uaz1r2v4S4E2445180H+Jd5s2nj/gv/ugp/9n53+LijwOPfhKJG+H26gwVuPxZYvdZj78dyvXOtDcJNzmGC0f/VBgeCaG3Ii4obnBzMWTdYV4Xr4GZITYXrcPqnrrn9bHcDw/jL37c/e2e3QOYfhgP42F8y3i/nelom/lwELq3RmsdL3TpULLaA5RFotKitNKdRRczo9q5TtbhzoVarREDSF5hcviDI9xZB9uNNVICxkvP3Q8hbyJnm4Hz33vJF08u0ZuW5o1bqr9lc1M7q1qBuxpOnrt/unyOmT4L1CgXKVRh22Ra91CSGOULqBEvC+21vFSp8M/vkctrFXqxfV/u5ZXWbFLgXsV7pjEK83lPrnzOVVfV5WXDplKLCebwLa3OnZPYOVJnaD+VrNlwUsLJuipxY5V6V65l7V7XPfLs5F5PoV+o45Iy7s0tvg2MG1865IoUYyCL9lJzJY/WFUudaaLTWVkEnbmPG7VRivO4GWilthZxauscYh84jA3nj44cDhvy5FZd3HIiVRCX8ZcjQ5sNSJcOLyWHNMeiCSx6/CoBiL09gs35yO1vC24K7L7O+Enp3kJza+fKRbsPrNMupK0dc/9hhK3RXTe7kTg0dE2kaRJp54pp04IXalQXGeToaW4cbhSmc+uUbL52tNdweuGJO+uouJDJu8jnP3uGv7WoF70SUueZQqFtB2E4B0mOuBOGJxaJJFN5r3q/SfmPLtdZy/O0Zi3U50SddTrv1aV+UzaLUua5oPNcUM9jVEcqZ2Wu14jMxmFgdO2EAWYr2FlG7kasGjGp45A7Tqlh6ycuZMDR/CsP6SrvSFct4ZDQYPeg5CWyLu0cqbVotKrtFzVWghXTlJghuDxTuCuQvps6jlNLLM7IQTKX/sTOjQSXS4yimAfFSjfvnJpZmc+M0SYUzVJ04qsbz6kVaPLyu98ww5Ol6FMZIWu/jhlEV+BSwXIG9cK0MQaAi0rNtq96aMttLtemDViUldpXYTnW5fLPne+qQ6/FCftIMr/37PDvCwCuzt/zi60WVOfMrKx+v2ROl4sBk8VfafD2b06QKdtzf/JM2fPd/VvOwsAf6Ec4US66nt85f8n/7OIP+fHzF/wf8/+c8HmHHgO3YYucH3m2O87RZ+ftwNPuwPe61/yb+5/z/3n+Q5r/7oyLH8PpZkvqtvyT7Sf8vQ9/zJ9cfIgcTRqzaaNp+UscVcqOXx4fcTVuuYudaZ+BN4OZnYVygW5utvC6A4XT84HHuxO/vf+a/+0H/xX/zeFH/Cc//5ukL7c8+5dw9tlI/ySQQ+Dm5TN8L+y0eFH8MhCOikRl/8uBzZtAbhxuzGjr0E1AYiZ33jw8Cssh7mE6L94VY6FnT8u1c9Pi4bHuRtd7dL2PyLIq+GC/4yad7938Xnd1D+NhPIyH8Zs33u+0W0Bk2ipxNEprbnUGrMCsbZ6pdOs/9WecVbybK8/2pS1KkkyXl0tkU9xabm5zK+y+VNo7i0ryg1IjQ9Ibx/DEES89X3z1CPFKPjQ0Nw4/VN1SodrVBkn9A6tuRYnwKhtgsGOdjcgqZzWDtrkA2QK8Bo+bCjWybqLrqECuqaLjgjwK9bV2hmC9QMv8/msAXbuy1ZiqFgdMl1300bXaXQCu1igybHOXOlfAjyFuidDEzHjuGM4rtX0F5PNipqVSDFNm1FzOrUihKy7nNAeYzoX+wx270wSqM50y9JmIm3XcbrJrGjeOuDHn2/FSuPu4o7uy290isGxDk1tleGztz+lMTQ89358Ko+PNq3O259ZxmIF0FViW8xGHYO/fJmgxzWfIzF1gQHqPbCNtGxnHQDoG2i8awkE4/hCaxwO3P3C4KHTXOm/EcmvnfnhsIDWdRWgzEjKb3UTbRMYpkJJlto8ni2Sr92ZORq3U5HA3ixvv9qXQvVVyo9x9Txg2ZqLU3iihh+MLGB4L/qdbQrKf94PiRugmpb2G/nlTQH65TsURvBaUqkRhrdmfu3AVTK+LRrMDHaVIwQLK0ly7+M0atRBYhqoYTRulwTTTXmSOxsrlmUpqGdSnZJ3k3MAmRBqJJBUSwqSBU2rovpVrf39MmrhKO9zokJTIjVsoyEWeMO2dFcxq9ywb7Vq0uHpnQwMpO6JatnR18Z6ymY5NyeGdEtXRa+CYOoYYSCqFto0VFpzigiUveKe0PhkwzzY/qgpCiTssc6YT65grS8fvHiNq3fF9B8zUe3jdDZx10FLyii9tzanRc9mDO9pcJdGilNQJ2jiYwI1GsZZsBgkzkCrz8gzKC3iq5zUXnKv1WKsbuUgxHcurCd8ANFlL5XfpUs+AOwTT3MaIDiOSEuI9umnBN6bt7hUZzSDuUXPib+4/53W/581px0fba/7u2U/4N9rX7NzA4yd3vL1ucCdHih19N7G/HOhTw93Yct7afHqbNzznlk070RyV3Vcj3XXD8Mjx6g9e8J9PAUZH+9bTP2rZVNfw7PBZZ/r2EANDMpOzcQycNg2Pdyc6b+Bbb1r2n1lXeHhmxcyvhgumfeCPbj+k/2+f8vwnmfOfn3Bjoukcm9eOeLI5b3ZOp4DqpPjThD9NxPOO44ctcePYvg6EY+L4Qcvxhb1fbiz2Kl4kk+bc+ntA2jTSq/tKoBqSrjvSlTVRi49VVub7hWlVzegexsN4GA/jYfzqxnt388ZbByuOcg9Azf8+A2bud6BZvg8gvaN7LWxe6exeLFoAibeutxnD2M+PZ8Jw6RdNWzLjJPWQR4/0HiahvRPaKyndFVvw4opmVYdmTHNXKeTrjnT9LDBvJmdjJQHaBcBpyKgrGa2pALFQQFsS0z6mAqir+VjtTNfzVQDMvGCvAH+lolfnbJeWf9fV8c7dmdqB0fVJL1o+AcRiWtw7xnH1WrnJzKeiCu2d0hxgvFw6QrrqklsXSIurrs6At3axx3NPe7k111nsvSUWzXAxHMuNwx8jfjBatJm5mbZY1Db7qRWqU7Qr9FfblMrcwZo/TMiQhXFojCpa88CLLrN2nwGcN+M6LTTNPDm4a3BHh7wYIEE8BtrzI4ebDe1nLZtXQnujqG8Zfi/B84G7YcNw40xrHBZ8Gc8TnE/4YF0ZVSFOnlSjuqoutGqgR4e/CWZG9uHI42e33Gy2pK83hIO5O6eNdbvJ4A/2MA2PjU1Qc9ov/qx0PFqL1QqD0fhdVLpb4fTU4mgQ68Bkbw7OWmm09R6c78XygdSKToIBRDuPeu/ZMfaCWsRbBeO/KWB6BkPloS5/9045CyPn7sS5y2wKkHbcNyCzXGjhzbi3+zwol20/d6azCofccowtWz/NnW4wmriX5bWW12uscFfmBJdqN01KgoBFrNX5wiWYAqSLbDnMZd7LaoB6zJ6oi+xBVYjJA4k+NVzHHXeps7is7MjJmcwii0kYnIHp2q1sfSJlYfKBXApj3mdjh1TmTjmd9dhhNS9WY8ZKnc3MhUdY3ce5zr3WlZekaOuKM749N9WArbtV3IpqvXhhaCkwlq/FCGPuSMuKuVN8JWaVUpD7bI75nlFIlnigzTvLu3em1VZdNNF1LnUCIVC72hpTKWp2aBvQxjqtVTJ1Sg1OMt/ZX9H4xO/tvuLf7j6jEeEfHX9EGxIf/M4rru52jL/cc7zecnzc0seGr99c0I8Np9jwethzfb6z4tCotC8PoHtS13L2C8fw9imP39ocf911vD2VE9Io8aKnPYuk7Ohz4M3tnuHLHc214+pc6T9pONsOvL3e43oxw7KniYvznn0YOaWGf3D1+/zs+oldp+uMNo7j847Dh47x0swb3SQ0NyatcZF5vYmF7XT8qOPt7zjSRjm9bZDcMDxRhhdW9GQsz1GXTJowOPNeWblx13uwXuvZ86SC6bpGl/s3N0pq7br5QfBpYbC9y3B4GL+68R9d/y3k7vi+D+NhPIyH8Sse7xdM1w10k0lnMhsLmY7ZDJhqN/fdhUVF3wE9ynQOd43M7sxQNiDRNKhxrwxPzYhMYjEo29gC53uL/VFR3G2wQxttoaoVY9NL2+vOlGQFPNZBk9X31utZ6bhpFKMAK2Y6lqVkRa5+turFCzCSZAvn7OI9OdxJTCfZ1B0XM82vgpGalzyD4rqJrPvjill09ffV/8+feb5U5QO54sycQaTmsIptwhphPFvOV+qKURbLxjD0GT8YhXhe+OvGYV2AENtsWqHAiiPhlAtVstwDjvk8qYMUBDn3NLVyXxyj21tl98XJtIp5a8dT2jrWQap6ZGF85NHzeL8YopBO90WTIhj3XcWi2BTYRZxAum4Jtw6J0F4bWH7z2OEej7iXHadHLZoc3VshHE2m0NzB6a7BnU1MH45Mz6Vot1fvGQwU1BtQMFCiRQuYDoFwFQijAYPmRjj71K7Xm65h9+HE5fOenx2fkw4Nk1qUmpuUcBJCL4SjXbfxwrrWfrLXSo2BBBcVf2P37HDuC5Cg0MTtWZvlFpUmWws+9zb9y3XT+kC988+zN0C5DtUQ6lsF1r+Oo26iMxbHViQD3mWCJFpJbETYrQzDGvEkzXN3+jY3vBl21iUNsAkTHsu2H3G8SWf0KfCoOfLIjfx5S0LVYI8arGOaMkldySwv+v2tI24hdxQJix27H4V4Zv4KLiqETCjJCTVTOhRTqJQdqdC8T7HhzbQHmBMWUnI2j2YBXzXRlkXtRAkuWzCDy3gvRfKreJ9xTu7JY6oMZiZCvDMXSgHa2Zdu36przchc7JFsc5MkCHuxyLmNvYZLde5zOO9mMCyKrVPBlO/qF0q6ir1f2gqprD/VIyG1MntOzD4dszmaLIXG+oEqhTt47nWkUzbDsRlMO3AOaQLEhI7j/LPaeNImMJ4J2lmn92ra8ovhKedNz0eba/6d3U/4wAf+8bjhv736PhftwL/55JdcTVv+88//DbpfNvxp84I8eLY/azm1G3786BI8/LMnnzC97XgyZJgi4XZg+8rjB2X3FXTXthD5ITDtA+phOhPufuhwJdJyGBr05YbLP3WcfZE4PXFcTWe82uzZfu7xPRw/ybizidOp5Q9PH+JDZtNOTMlzepG5/kHAj57xQhieKqnLtheZbI0LJ5vL/Y0ZX6YX5irePxb6jxPdiyN3h0VT6xubr2N5pnyXTCZUQXO9/yp4XlsV6H2Q7WKZVt3ys/pRz9mjA2//+AkXf2a+JQr32WwP41c6/s//8O/zu1/8N+/7MB7Gw3gYv+LxnsE0BVCDdqnovTBDpHvdaQOTGjBR8rcUXrXNjI9swZsNzAoQ8aNlI6OQzyMaPOHGGUVqcEiyjnV7bfS88ZHj8Ek22vLdqntRdMLVNbl+PyFIKeobPU+s2+d1BhZAETtVAGOVafVFX1gLC8pCYa//X//uFW0z0jszFMI22PgVAF+f29Llnd2yy/clLUD6XmejLOAuMlPltZit1d/PjSxd5+JyWymQfjLwm9tl0a+bhdTZBsj3K/dvtfOo5YJWp9raKdYi9q06MjepbQBF8EMibRy5W34HYTY6mzNjK2ATIby+Zfv2wKZr2D47o3/WcvjAoTWfc6qdH50LIPfGbAIHrslcXhy4vtnD1xvcBPE7md3ZwDF1bL8sudCj0l0pzcsG+dGI3DmGT89oPjxx/Dhw/hOjww+P1dyxxxa5nIyWWs6R6qK1zsW5HhGjll83+F5IZ5nN154nf5hJLdx+16GBuWN88afC9RcfErfw6JVRx1Nrm3bfQ3Nbs6HLPTAu3bDh0oC0763TFju7v8fLeg/DdJbJ24y/MwrjDDrK+bon1Gf1/dWtvgbJa5+p+frW8/GbtFms92FWCIoPCe/yvR/xJRsaFtDrWL53N3alKAd7P5KoFG/PXdowZU/nIjth7ka/25X24phy5jptLTe6AH2LQityir1li8MCGP0IcguSPDlYJJvfmbuzd9no3tnNLt5AMZ923I0tr4b9HGmUc2HlVNPFYkAWoycmT/KJIXmG6Jkm+3kzIVPrXpdsaClzaaXEVq2q08KEXtXNqmbZctjBB/twbpLCuhFSBO8F3yeak2OQ2tFkvl9zY6BUVYvhmM7aZaHMfbWzWOMNy/w5U73L8czgv3hO1PnYKOelI92ExXgs+MLyMfCs1ZxsbUpmFYgZeEv9d7E1anzU0D8TpM0MMXA3dbySM86bnh90X/Ndf8fnSfiP3/47/NHXHyCifP98y9/cf85/dv77XPyThvzpBhT2X8aSOuALk2FPOCnNTW/vHTPt1YAfAnHjjTV2jDx6O5CDxa7FfSCcWu5uL3ADbG+t+Hfx04H2dU/3tgPtyK2wfZ0Z90L/QpgOgZzNyV1H4XqfkUcj+mzkJjT4oyVF1HXNvEyE4Umm99DcWUXa9xB3Re5UIgyfnB+4K7FhsQ+k68aKiICWbPhcnot1PvTCdmC172GeQ+eCyTtxbXnwPN0deP3ijPjFBt8XmvfKJPRhPIyH8TAexl/+eL9gutLo1ntstU6sFCAszkx4NGmJPZWyyAha26sCjEJ75WhuoWYxQu0AlE5rZQdPwuaV0BxqBJXie6MCN4eMi57jR+VnIzPVD5ZNokVDMRuB1Agn64QXkFH1t3Mrwj4faTm+SslezL7KRhWWLvXq3CBYNzsLUrqG6tW6QSvzkvm1ZAGnsqZuR+45cFfQWjuKLmpxKbdNp+n1bOOQpHRVSpfQzIfstUKvFstUuojql/OiDnRXdH/3upTLLXAvzxU7xiysI2/nTWBuxbKlYzFAi0q4S7OU3CU719kL45OW8LpBbu7g5pb27gQ85/a7W1JnRl/DY8j7ZNRtLfdXEqT3tsHd16qKHa0TSLcNZ1/b9ZseB5rLI49/8Ja766ec/dI+m3ro3gqHl1vOr6C5dRyeevTJRPyyo73RWQvZvvUMrRIuB4vxATQabTuPpnkWhfh8BLHoqs0r4e63hLhT7j5yxD2cPjZK+GnwtF8HnvxzZftnkWnvmXbC8QNzWp4ubKO+fVkc2M9qAap2G4V4BtN5pn3jLOblwoB06srz2prrNN7it6SYXS33Id8Y39A9r7XS9V6vz0QF4+XZv9fB+XUe80Nh/+9CJgSjMj9ujnM01npEUiF7C414PJE+hhJVpuyD/U5W00v3ucGJ0rlI86+ghybNHDTzaf/EstCxSxJ6ozhPOzcnA9SObi0moWZANl7A+CxzthvoSiRWzO7e7VG7yABj9Lzu93Q+chwbA0GNpWBb3KBlusfJc+hbUjZzq/7UMvUBJpuUpM2Iy7St5VHbgStpm5HsDPCMzMW0VOefOkV7u8dzZ+BSUmVZCL6vRSKPnyy94J7sf+XtYcwhMe30VCffEiXmZdE/V4ybbG51UUkNiJY5t64587NRf8+OzwCwR0TMrVuLyVntRoMBbueMo5DfeUBLvBYwu36PZ47xkaKD583dji5Yhzoj3OYN/6j/Lv/3V/8m//WPf0D4vMOfhP/8eov/G7bg7L+MtG961Dv8cYSktG878saTfSlmDhFtvJ3jIRGKHr123N1xxE12czUihMMZ+y87i2M8JlzM+LsRmRLhZuDsC8944Ukt9M+E6VGkfTSQkiNvPXzZ0lw5xtDgzydSq/grA8ySbO5Lm8LE+rDn9z56yXFq+fnjF5z9NBTpi50mf3B8+erSnq2bxpy6B5mX4SSQujTPa5W5obWGkpijD9droCvNg9SweMZge4zwquFf5o9hEuKW+47fD+MvdEjTsjv/5nz7MB7Gw3gY8J7BtPQF5RXq8xITZSDxG5vwQg01QFo6FFVPDLa5Ks7Pa51bBZ/2M6CtMl7aYrksTvaP7bWDsij5YbW5zMxRPXOluFaNV3S73JVM3xr/U6rOFDozUHSDpnnSVpeunVYd1QqMrDvHjlIpxzZIqYJ2AzFWRGDOqHzXcTYH5o2Xz0ClIBYNtasFAmcA1IkSBkVHc6Q1QyxhOrNjmqOaVh0Yl4z2CUtn+J6ZWCMzOJ/PR92PynIu7TzprA2cXws7l1o00qmReQNadbzWjbcfVgfhpMStY3pxTjtFpB/Qbcd42cxdWJfKRrnJVsCpl2V0bL70qIf++8lMxVA022ZfdpHhicefhO0vA1dc8Pf/rX/BP/jwkvYPPeO5xVa5COc/8ey+ykw74fSytesoRVf5Rhbn41tP3ASrGZQ4Lhz4G8/uc4cb4VZa5MOeuLPNuDrIzwduzuomWJHbBjcKqVMOHznitiF1kDZLdi26mIfNUoYOxlZmumncKXmjxHNlOtrzFbdW9FJvcXTqrfBQz3ntqCzsh28CNfU6F3q+CaQLcC744DdyrAtjlelRqMxnvmcvkY14Av6e6Vgi0YgnkxlxDFOYWQbdKtvOScZLZhsmnoTDbGD2bSOjDAq3cbOA5ayEgxmRxa3MDI8q3fCTEnqdn1u3MxlNjeVKBUhXereIuXKnLOTsiMlz028IPpnhlM80TWLynjgW124V8uA5TY6xNbp76j1y9IU1UejhwROd6aZzdGUdyKRkRUnfm/RHIkjtAlbX7Pr3UPwcvGWtpxbCUWhv7ftRC707LQUFLZ4doqDBjA/dJIuLN6DBFePF+gwKOSi5s/nND2qFuzVZQJfnt0porGvrjLqdM+ocIgVErx8iVbSzeUKGiFL008WcTGpHWwRyxvWR7iqx+6xhODacknC7HcgqvO73fN2f8enVI/p//ojLL4TN20xzTFxfb/hP3V/Hv2qROOL6ybry4wQieAeSGpwv1yOYHl6GhFOFQWmmRG7LtfaCOyXLxHZC8zX401S8GJS8MW23xIzETDglTk8Dxw+E0wtl9/zA73/wJdfDli9uzzl91dJeCS4G0pWnuxZ2X1lBXR2cnjsGX3wdXOa3z7/my/6CX+yfEHfLM0U21o5+1aEOmkFm085azE+J2bzynjYa7kdclXSQHOq8yWI4tqKHW+FHkNdhoYo/jL+0IX/9h/yXf/f/Auze96E8jIfxMP4KjvcKpjcvPTSB5lbwY4kmCrY5j7U7OHeYVwAxGXUv1U6IA3aR4UNlLAYl2uYZzMroaG4KUBdFt4nhA+ug1Qpx7TYY7dp+r7k1gGYviNGR/QqgytJ5qAthbiDtsumZYQH9AjVr2Jy+BW2yUcGdGuBOYlrqGlVVCgwIaAfiM6oOYgHc5TjrMDOnsmlamZZUQONioYE1FYgvYDq3kJPRMn3PYvimdVOcUSdMu7JxrkCpNFiWjaBaRE+w13DRPn7tvN4rRnzb3r1eY13ObwV6bspIUtLO6H8qZoYVTnmO45JkRj5utI71tDVgnVrh+PEG5An+OJLbwPBokRNM+3KesyCekmdrgK+5tQJB/7Gb3b6r9vLpkztejQ75ouHJnyq7l55/+r2PkSaTQyC3VjxQx2x+111nLv/UskdzsFzm/ZeZ7dfCtIeNCMe+ZfzOiFTzGqe4wTTe7bWiP3echq09O4O51E/asv/CIRmmc7t/w1E5fAKnF2b+ZpICi4Ob9jLHtAxPC5tArbgQ9yUnGjv3/tbys6c9c+EEDDT4QWaKPu88F/eKQeshes89+f49sOirf1NxNLAqomnRS2Nu1mBO3pJpZNFoOgQvUly8M71Gvk6POR47dhlyl9n5cc6n9mReNDf88OwVl/5Ar5lJ06y7fpfqDXA7dfgBqlGVAOlMiDu7l8MEQmH8rNlAc7dVGKOnjwERnfXRk5gbd+MyOSSGyfTNQ/SkbJrqUIwacxaS80XyIDA6JAqp+EpIEps3lTJHCnlyTFVsXLm2rcXTae8XqnQFqQWgamPrUS7vPf+7GrhOnZCPlkqQWtM5V4PH6sZsQKiuY3be8CbTkRJDJSU+C0oBYEXptddaVyWXsT5eWzPeedicAfeZsl3iruYOcMyzKZldn/J3MNr3ZJTszSvPRSccT56087y52HPXdgx9g77uOPuF48M/ibRvR1zMpG2gOXjCzze012V+kHf+VLBZ7nVJufhjJOuol0g8EXM/V+/Rrpk76/l8Yz8zGTjPjTfGVMnxVifEHQzPlPQoIgLH2JIp2nmxeTAchdwuTKtaxDUZTDGufLXl/735bYahQd62y7paC9BJaKKtyXO8I3Zd0taK3c4Zk4JQio8sEVlVGlP3Eq7eOzXRoRRe0WKcN5X3nkwrXWU56+i0h/EXOERovmU+fBgP42E8DHjPYPrs80w4gB+ydUAF+keOu+/JTG+uubimY5ViSIVpc6OgjRQjLnBHjz+WTuZkjpl1Q2VZjMDJ09x4fF8W8wIGK4j0g9I/kyVPuoCPdRcVWBZeZ4up00pnVuhKdzMt3fAKpIFFB83q+1pe3C00wflr7VRXF9ho3Y15o1VAH4CKGr2v/ts9fTIL9boAVCnnJzeKRczKvAm2zqRtSKadrdC5FfzEslmAGbi7aPmbBiAdsRE0VwAvc7zINzSJpe6xBl3ZW0dnvTFQb50d9aabMwCv+CEjWZj23jI/U7bYLmzjkVrT+OYzSE1Hd9MgWRnPrMvuIoznJRorl/MtmE45GBNg86Xibz0pKP4q0ByEw7bj5izRXHk2rwQ/ZDZvEm//0+d0TywOJRytOzeeL67h3XWivc1IDAZiCx7qbjN+FPykIJ70w4xm2H5pn6W9qa+X6a4cuTFzHCiOs3f2M763c3X4JOOi0NwI04vEtPfFTKe4Ll/YM+ei0QTjVgl9iZZ7xzwMKTnXG713T7koMIE6V+QZ9+8LKzytdPKyuvZLnYr1Tb82vltTIe9RW39TxqqqUJuFjUvs3EBTHpi8enACftYfZ1Wu0p54KjFpTWbnRpzk2bn7k+Yt5+7E95o3JZM6laxqvfc8TiRGdbwddjSH2moWY6rsHKld3y/MhofWlV0/2EJKFn/lBGJpt1pkVabxqZiNCcRCA1ehayIiuuRIqwEYokNGiy6skhTtMtpVOg5200zO3PVXkYWWV21zRQ7WKV0zZHKrxuTYZWjK3FDpt1OZhyPFKNEuVY2zmzWwsMhsSjHQjeUGDw5KMUGyLh3G9XpTP0YpVkkuemrPnKjgaqxSAYJFdF7WgbJA1JOWxVy93aKblpXTeP1dAHzJ38pGse7eBqato33rGGRLv8uQhbNfOJ780cT2szskZuLFhv5pQ9wK3VvYfZVpbqfFQbzouSVnVG3Nq3GHKoI4N99EGhwE05Zr49HO446evGvpn29s73Br68F0FgzMxgZEOD1v6J8IaWMX53jb8cf9B0ZPz468zQyPPW7E1kBvrJ248wuFu4Bmf+e4/fwcyUJzV40ry3Wq17nsptxobCjJVijVYOu3ltQF9UV/Xy/LuvAIM0jXUFhD7bK+o7LEiCdjh9XUjvo66SEa670NSb9Ji9PDeBgPo473CqaPHzjcc+su+AG6tyUKqLp0Z0pbk9kNeO04vaZ9a3ULXtGEVZa/q6vV20rrY3bmBtsEeUqGZAGLccOsLZ7B5woUWGXYAF1qC9W2sfzTebxrCkZZGBXbFGUxXW4UdJvQNoIEWFHM3QT55G2DGMX0WAVEqYO007lLbV0Ze6vc2a7MVR2erg6pUhd1OT84+52Uq+mYgawK9lyhgNdCQv19xgrUtXQ2leZQ4qoaA7O5gTAqPsO0phyKbUYrgK0dIefkHlXeigCCdn6OpUHLBqhbNqQGuMwIadqVLOlGyjW2zm93A6l1pK5Epo3QHGD7lTCMDeOLiHTZzk05F9114uLPAtNFy/7zTOgzpyeO4YnR/UJvZm1uzHzwX99y+N6O/rGjvbV81mnr0dUmp7mduPxZpr+xDvl4LsStAVk/KZvXmeEPtzR3sHtpsUIuacnwtf+HomHfCOOjbLrO4Ni8ti6h+7DnbN9z+KPH6D5x933oXnvbzBUdO2og2iUDBqlTuKi5p7JIJd55lu6Zi9UOjVvd7xVUrf7U+1WYMcTqPihA+p17dfVPpcBx/5H6tR4Ci4te+VaheTeS5s24W1UXvDg8pnFOKH1uLGLPgwSlc+bmXTOm+9zgRTl3PXtx+PJs5oIQEkquHgVY/JrNg6aVzltnz5Arc2fxXTDnaTMedNHoynm12vjVHFlp3lnt9V3pUqfsGKNDRekAL0Z3ziX6TcSKh7iF5aBdpn3cc3l2Yoqem5st+dAYw6MWHZuKgix/Om/MaVxPMqcKaLD0h3SRTPqBzQV5l4jqC7V36WYuBVFbA9woxen8PtB1U7LOb8bmYOesS+3Wz42QRefoq7m7n9XOZbescffUEaX4Ww3OVMQAe+06x6LtWYPr+rX+eRdY1y7yOOEPE35szZcEYVRzpg5HpTkYrz1ebOg/6Dg9MdbP9qWy+3LC3w1G73bOwLx3aBuI5y3jZUCdFSP9KeNP0c5TUgiOuG9IG8+0d0w7B+zn+8tNHvWNrd+jafTjxoojd584xsf27DSvmqKDVqZtLRYo/YuMPwp+tHOSNsbKqUXnKotyk+VDr+VfrsoCyjqkSjEtVbqbjJ/MSwBxxI0nNoq0VsH+tusneZFI3JOOBV3kaMlYZbWA4sr+Q6XciwJpv3rRh/ErG38yHfhr/+EV6V//ow/jYTyMX7PxXsF0/1SRH4zWxR0dxzvrGM+aWqDqo2tsljpdaNOzqZfg20w6j6grWrDa6S2dbN8vYGt8lkhbN1eJ6yarT0I4lC6ct84OBwPJcWugOhworqnMi978/1WrvTYXY/U5hNnhW7HOhgzOOh5BcW1CHKQpQ/T2GSLFOVbIvdHS3VQ6gmoLrY7rTa697rwIU0DRsn+czd0qmKpAWn3JYm1Nex53tlg3B2Yt9bs653suo6WT7MZMexNRHxjPXDkmCL1tUobHGLBcdSntRcvx6fK68/exjWIObi6q5FCuzYbZYK5u8ivNr8YpVYMyN0E4JlLrcNHPn2/3VSYMmdtPAtNjZzp7kVkHLDFz+dOJ8cLTHDM1A3veTDXCtIWw90A7d5gs11rnY44b66CHQ6S5GXFDQnLH8bkjbgTvlBit49ddGVMitZbdq14IvbknN4dM7ITDd6yjnh7ZZnbyiov2HKXXHTdZoFMYHHgDCBQmQC3I2D1rhRh1SuoUedezYM0kkAVQq9OZ1roeC4heCl71+1UCcE8HX4H0ii1y/wWXZ/83ys0b7ERVJowoGz+xd8NMbvHiljisd+jZx9xBtHMWNhOP/HGmeY/q+XR6wl3a8P3maxrJOByZTFfitiZN5ILmJhXuho4QzZHaRUOEs6N/sm5c9lZAi3sDJqktz2MDuk2EkPEuzx10VSEUQ7IpeVIB1TE5pskmgeAy0k4WgeWsYKlgc5VAakqHez/xwaNbfnT5iutxwx9PH3A6NDbHtmq5v4qdExFcyGjQe/TY6hOQzhPtxWAZ1aWDnjdCCkp0oYDd6t+wULNT6ST6XvAnpb3N+D4tRl/OAXnWTVtM34rVsUJY62fN6stmzrl2t88eaFZU6tKNFlVyAcNVny0pozohbbhPvbYLsQDplYba8qlB+khzyDQHR9rYZzbPBzuX05Mt0940vJu32Zj0V5H2erQ1E5ApotKQz1qmRxtuv9Ny+FiIe8WfPLuvlO6msWKAkxlQxo2ZHg5PlPGjCXFK88uWcBT6Z5Yk0L0MZnT3WIlnC9fanxzhILO7+lTczNcZ46k1wFrP/CxbKtdAtHiERJnXwvGc2afkHrjVslYVSVhzq3SdkM6cZU2Xe6Vev7nQWBhlOSwMh9kIrxTKfW8xn37URWudywsBeQI6HsZ7GL16ePX2fR/Gw3gYD+M9jPermX4t5H1DPMumX9tltLNOdAW5YBtyNy3A1zpkOpvy1M2HnDztlZuNjdaGLmljr+NvXXFlrYtlMfBqFQ2JcSdGGzyV3b6yRLr0QoCFiscKSJaOrYyFev4Obct2HXqf1q3Wldc2wyYhlcolq/1UOQY3Fc033KtmuyjQ20K/1qvmzj5TLjRrtwLbblrrsIzKmBu1jUIBSzUGSpJtCP0AcSdMJT9VRmY3cKB0oQU36lxs8IPiNlpAm3V9wqQWHbaxTu6anlaB9FpvBszat9ya/lkbd48Kj4jlTxdtomjGj/a+uV1eJ/TQ3mXcmEmtww+KHyzr2Y/FyMuDOznk4Eh7o4umFqbzQHsdUSecntpjE3d2nf0RmqNpkMGzK5vm0NtXPyrNSRnOHbmFaSc0W493wnQeigbdXiu1AmfQPxHGS9NCn//CdODDpRBOmOP8mAtjwp4bCdmKOF6Je+tedK896bAxpcPk564bnqWjVu/P+gytoueWyJ16v5a/y/rafBNI15erQHq+X+fiy2ozWf9Jl+f1HlWu0Mvrs6736Cm/5sOr/Sna4BwdsdCcz/2JvThCsbn3Uioi74xjbnGlK7vZTJw7E+4nhAnPq+mcq2nLYd9h4cnMbuAVlGdMh33QwPXdhg/6Qg0uBStXi5XVM6K17mncQf9hZPvsSH9s0buAbBKuRGJRALUvWumqoZ6SJybHGD0pelShd82SsV6HgmsyzXYy6msWmibxYnfL7+xect1t+eJwwentFhAI9rNx8ugUINpagVejdDfGbkobJV4kukc9XRvv1ZRydgxAVFBv1VM3FoBV/Da0UaatnY/21op3vo9zgY/GG8MoTqZJTg7fx9n5fP54q/mvzpG5WbFFVqZUtiaWnOmUjDrtxPTHFRiDGZTFBKcROjPsQhsz9fLOKNY5m67aryjigIwT3esedRvUB/pnS7EydY6484gqm68GNimbGdiUIJbio/cmB9l19B/uOD4P9E+F/oOM//BIPwbSruN05xY6fTHmSttihNgo4jPNJpI2DeEgaKNcfHTLTbtHDp7L37rmyf7Iz796Sn7TzvKUGj9Wo90qi6JSvGcPklr4pqyvqyKfdabtPh+eZfLTyZgRh4A/2L3Q3FlRvkrF/KD4EWsKOIUmL2Z2VfZUCpyVXp5WCRiSjLnnB/Cnsq5Wr5L1XqTcC+GwrlA/jIfxMB7Gw/jLHu8VTLsJ/J2gzqHFGTpvzA17HiqzJnfpoursrorXBYRWECnLhr0ugkMwQOoHmWlapkvSkp0sc2W40rBdAYzjzha4cOQbmx0zyLJF2iVbfPPajbuOd8F1BSSiEBQX8kLWzMzAeHbk1qVCXt+7/psf5N4mQEMxPfFK3mCOtdUtVLEuV2OU3jnWKC50cFFmPWDo7XPVrm/Nb64GKOuFPLX1vLpCQ7Zqe3XwjlsxkFsivCqN0T6rluu7AmBauzK2EcpVe1acb6tzsIppgF3Ue1RzP+pM8ZYM4ZTZvBxwMSMaaO901lOn1rTKvlf2v7QO8O1vOaYnRonuHzn86FBvJlzq7TPZ+Vd2LyP9E89w4Yh3Dj8qoacY2YilobW2aYs7oX/W0N4mxjPP8MjN0SbqwF3ZRi9vlDEo8WuhOcDpBQyPhObgQTz9E9tIoqBVFyv2ezHprH2eKYKre3YG1ZWCfe/mYt5MzqY4a5y2ugepl05Xr1E34Pn+dVwckVePRwH4snrG62vaW1kRatZK6/J5fu3H+pwoEB0xOsZk07YTudeFXv9/RrnNyqvpDIlWOOucuXcDZDVDriEHsjoyjkkznXAPSK9Hrw1xCOZREO11KjPHj3bBUmfSkNTZHCS7yLPzA2+ccuiL70J2TNHMorzLeNG5U12N/WJ2FmGUBI2OIZtW1PtMSm4uRgqw7UZ27TTftk+7A+e+t0JCkQvVbm5oSgc8uCIhsvfLrZpcRo294fYTu81I11gElABJhePQzuaE1aQxN8wpEqaNFmgz4yOluTGjL8ocRtU0g2VMRzHwWwzIFo8BvVeEymEFaqt2u1yiucNa6OIyZtODx2S66Qqmi15ZrfJgRevGgfcs6QcLmKbmUddjVjXt9BshbYxJljoQVeLOkxsrTNbPZlphV29O0zMnJV523Hw30D8vQDXCo/MTmxD5dHxK3Bd22bQYk+ZdRp3iTg7/RUdqWvxghRyZhMc7y2u7SWcc+9YYDsdg9O0i1clFHlTNQl0s1150Acu1G726/UO/rP1mzMg8z+4vT2zbiZvNhuksELOQ3rR03hVdvV3AuAHdJZomWTFnxfJaTOrsOa1AWhRcX+jrp6UbbfdD+Vo617Y+lmLWuyZ0D+NhPIyH8TD+Usd7BdOpA9loqd6aBi1SqKgwb3SMfsq8ANXuFrB0UEXhbGJq/Px7FFqoJCElo3vNFGmsG5uLjtUNzhqiAm4Uo+iVbm81FpnNuoLp+ir4m/XGYXVclM6cYF301eeZ/z8bUMCrGZmtNpOLbkqRZE7KvNPNm8dq7Vyq50LegjbmdB2OMgObiuFzp+SdWXq7UeaoIzcJ/h3znLlLWTrduaG4kOpsxJIa00Y2zoCrZIvWGnVxtI5DzVOVpQO9+hxzt3n9eVJ9H51doyXmuVMPC2i117GNqJ8gTaXDUWJ6JCnuNNECaMt41pA2pkEOx8zuFcROLG/ZWUxVONqxT3vbBLkI1BxuT6E5C/svJkIfys86pq0Q98tnryZN4WSFhRxg+3XEJc/1Dz3jpZYNum0iw60wXWbe/N1EeBPsODycnjnSFsZzNaplBtcbFbPSDqtudQa+9XyWYoqw6rbMRnmy2uDpol2uQHn1GjMzoOhVa2zbfB3zcr/NwKMA6bUR34zhayHIlxdY7wfX98WqK/7rPto3AUcoc4uSJZO/ITb/9pHJHNXz1XBuTtcdXGwGNmLcfieZpI6YPZ2LbGTCvZNBZtTxPLuD3+YtegxmoDXnGct8n9V0gLiH6czihXR0vDnsOB3aJTpNTSftXWYTIo1POJSobtZMv/Nh0MkRfSDnhGY3T2I5Cf3YsG0nWp9wosTs+Wq64GfHp7y53SOjs/s5ZJxTfMjENqOjQ6PYcWkBw0HRXWK3H3m6P9J5Q6pBMmP2pVvuLMM61WegFv1sbghHATFDPihylMabW3WlentBnTcWzzhBcLNsZV1cug+a1eIMawGXVRHKLXN0HZIySjTDr3KtyNYhJng7JtX7BnFr2jfc11AD5IwMaZ5fclNSASYzpoxb4fR7O6YzIRyU/Usz8EidM030kBkvAtO5MDw2KnhulcebE79z8TWfv75Eb4KtJ5cRfzmw6ybGMTDcdOhYZD6TzZ/THrRTLrqexiduXu0Z32wYa1GDVcEW7hUJc1mrLR7R5lyJppueLmxutW6wMa4QGC9sfxKO9kLbduLZ7sDV7ZZ8DKBCKKkLNb0hNxDPFL+LNE0ipZKtXovGLJ3xvJI3udFAvJt0NrfTzgwrU2Fc1bV5Nj8ViNMDmP6LHj/+Xz+apS8P42E8jIfx7njvnWkZTXtVo5rM0EuW7nTttq3zmFeOrJUGrdjPSZsX2ZdXdPC4Q4lO2SjxPJvOTRSKIYgmtyy20aFpiayobp1VX5q6soEZC+W4AIlaVc5hOeZ73b061npqMWq1jg5tknVZy4/VDnzeQo56j/p6r4lYqWmwuIsquMH02LpL4PUbG7TstWRcY8dQO/7lXBtl21ZrH4r+LlSTNXu/Su2slLOaV40YDbs5ZppDIuyFtF0M4mqn8xvZmPUjroDT7ABedYO5HGPjzDRIrDMsWYmdKyZgCTeantNPCpPRsCUqufP4I7jTROg8fmgYL2xz6nsL+YybwHAp5JBnI6FKfzeDunLekkXjDJeO43PP9i34XhkuHdPeOvLjuX2k5gDDY2V8mtj/POAmuPuOI7WN0cFX5+L0wxFGR/PGWl3txUDcRqYvNoCB89zqrDuvz0DV2NeYt1mPJ6tbMq6B9Dsb8ntgVdByY1X/gVn/PN/XOm/oZpOcXH99MdOh3m8zVXv5eo+maLcORfq7GFmv/y7Lz/+6j/0vINwW/fHO/oy0HD5o6XPLpPnPjbACaCST1c0GWLtmnME0wKSeIQc6F2kk4pFiPObmul0F0pNmbtLGJBA5oY0nbb3pg0uByU+lydopaZ9xg0NOnuPNBu29FVhKxFfwidYnNmEiuDxrpOvwonifcV4tXzlDToKrEVMCUtaIlBzHoWUKBqY/O15ySg1fnc4ZTo11JrtM20W27cQQPdPkSZOD0Zmh42Bd7hzA7ye+/+QNf/vyMyb1vBrPSCrE7DltGm7D1u7nUO97mQ0Y/VievRIP6EcKM8fhi5v1TOAoRmEET269FdjapUClhboNikuKi3UOtkKfrp/vWg9LGWKE4BdQLEJui9P1kMA78q4lt96yn8fSeV79/GxGtv4eoN6Tdw39I8fwOJMvIgfXoM6xeZuZ9o7r34b0eKT9qmG8bJjO4fRxhADbX3RsX9qC7Uch7jLaKF/c2kSZToH2aAXw+GLg733/x3xxuuBPvnxuEWhVhlIL241FXH569YgmJKT3hDu3mItWXxUHuRQc5rWngFcBfCxa5F45nAvxmT0neufxgyff2do3nWczCj0FmjeOr7eXxGeO/Omei8+tAw3gBgq93BhJcWfsC3tR28PMhRNYmY2xMLawz5q2VgyzCMtF379Q/BcpjDolHx8ssP6ix/nfek0jD5ljD+NhPIxvH+8VTKu3DVhzt0QguShWra/tUxXL+CwL6JLvrPOmXrU4fRd95by3fNty9plj94VRfl//TWH8ONvP+IxrMr60YKdTA9fNyljLNkm5odDTCp24dBdrdFCluGrpvFnnr2x27ll1VmQA1UBNg4Fpd3JkF0w7XTvt9XVDZnqciTvb9Pke3Dpy653zudaK+0GInRUmcqto6U7nSgNvKlWzGE5VrXrRD2qwDpA5nRbn66Kzjnvb6IUTyMhcVKgblNwIceMIx8zmeomqkrg64FVlXYthztqUqm40cNbxiBtzqpXGUSluuejT5+74xtFcG+jOwV63ZlG7yY7D7Vq0dZyet7Pj8LgXts6o4qE3inbN8s6tbYpcKgZgkzLtLPvU6Ovl+LYBPyjThXD6QNl+AZc/zUxbYfs20dx5Xn2SOHwfzn4cUIHr34FwdHRvQF6bm/d03dJ/kMmdabrTL/amnRVlOnunEFEooctNUACv3gfMfnXe73WcVwUMKQ3HHMrP1MLP+j6ur10vYHGJpj4zUp3gV9dx5X9Qi17qlkKYvHMc/8rxGwKkAfYvI+0hMe3M7X06tyzdq9OWXu93SdK36KUBorrZKK519zfZCccpNQVMp/I65pgN1RlcyAoTym3eziyh3HpiyZw3+YUiVXdaC3SCGY61iThZNy74TNdMbJpIFyLBZdrCU84qRs8t3XfvMz4k8uQWxg4gziQxrgBz7zMxO6bBFpGUHXdjx6FQsnOXjf0jShcsYmvwDUkxf4zeEh5yC3mf+PjJDf/ek5/wN7afcZV2/Nw/423cMRY78tNlw9fJkTXYvLou8GQDUgHIXqzwBmW+dxCtOy1jXKjyjS8mZsuzY6yp8uwW74WasDCDsPk5Xz1AIug0Gb170xXtsyw5TOX90iaQG2ea5vJ7gGmtM1Cp4N4vdG8R4uMt1z/acPMj4MXAk8sD/eOG2+6c9JljOof8QU+3mRhUmL6T+J3vvOTffvILfnf7Jf/Xn/1PeP1ffWhmXYMQsiPuldu3O47HDiaHluSMdNvwL69e8OawY3qzwR/8yqyLuQDpB+H6F5doo4SDQyZMslQo81DWvLOMbjNycrhbA+bxSWL34sDxqz27rzztrXKzhUdP7zgcO6ZiEFqvY/fWke+E9srMwNqblrvHT9heCW4A6Yp53bYA41CKjV3GqTBN3qwNVtRuhbm7nNvF6Tt7SsykZZhrY5px/GpvUfc6GWsSOP3zGWwP4y91/O9/8r9E7q7e92E8jIfxMN7DeK9guuqTwmnR/gD3N8y1U1adfLGczfXPVWMaKXTpuvnXZK97eiHsvjRq1pjFok7KZj4n26iFL1v2vxSGx4vZGCyd39kpu3TS7gGS8nNaO6keW9xqzEVttYouVNh3ALW/tYxk7TIS3azzwzt0F/HnE2n0yFct7rTaTJVzpBWgwEyxXQzRlLRR6w5Ho6lZbFY5r07vRXRRaPCVtpk6+/8abeMGIXXK+DjTvTUjr9pFlmTRTrV765LSftkjuWPaOlxUpnNb7Wf9bjHfqhvm9eeyjbmd92kvTI8Wq9JwUnTSYoBjnaC4dUwXHbl1cw5rZRBUTWHaBeLOc/uJJ23ttfxEAfOCP2XcZLsUV2K/Ki07bowGP51bzFaNCzPTN+tETTvI3ztxu93gJoeflOHc8+hPToyXO/Lfu+KQzjn/U08oeefNQYt5Gjz6s8TxxnP8yLoqZr4nsyzBNP3LNaaK69eO2AVIr2mg8zOzfr7+NeB0oXtLodsvz8Os3aO4GZdCi/oCJKo2tFK718UfqW/+zrO86pKXhviq68Lyer8BQ50VSlxhpsQtxItkOmMyvpy7SW0irVrnNbC+GTe40RzfL9oTjVTg6pjUE1cnM6E0IveitgKehDJq5OV0Mefr5tYxnjmms+paXGQizuYHL460Udrzka6buJscOjlCk9g00ejdLtG6yMabLjmro49LkUCwuV181S9Azg7nE21redSu/JmSZ+ib4vadiclx7FubUzo7P6rG/HGis+65UoDVQzxPPP7ghn/vxU/5G9vPeOSOODLNJnGVdrycLgC47HrehB3Ze7RVA0+H4sVR5sEqDXGTfY0bTyjTvxtL5nJWtAmo93O0kcz6Z/vqouL7hAZHbNx9wz9d/r9KYDSUuTVno287KWDdQVak5DWnrmQ3B1cqaKULLa7kX6860qWznfYNN9/fcPW7MH00cn7W82x35INnN/z3fJdTOic9imx3I+MYcNvI9z54w9//4I/4G5vP+GF4wx88/w7/8UfPkNGV6LAiMToEUu8LJd/YDTIKn/7yqfl59G7x/FjNZ1W2Em7LfD2ViKhi5i2ZsvYpuskWTTW62WzTX0z8u5/8nP9y/BF+2NFdJZrrhuurHfK2ZfPGsXld9igBmhsDuFC6zqHI04rsJm2VdJbNNT7JnEQiKqTocD4jhamTGzPj1NJhz21h4JX5L7eQ6trV6FKErI2ElWxM1NZtpwLjeqJ9GL+q8dP/6nt8//DZ+z6Mh/EwHsZ7GO8VTG+/zsTzZdNxLxLLrxCryqy3q7RrKQ63qor6XBapZRPpvcJ3D+TvwvG2I4eW9gamrwPTc+M9ara9g6p12E4vlOm8uFqXxVibheJdnUXtT13cWOVRWodmPk7s8KuZ2IwQarxX3RQIyCTl2+4ewJFJ0N6jXTLHZreA5rWOVYspm8Uc6VyocKPAZOcqtYrU6nebkU1C63ktRQPXe9s4FHOt2QSpfP66SdGjkIseOTV2qZrjYgA2g61GyJ3HjYprlHBSwkEZnohV7VcdkxlXlY50PbfWZVfToGUld66Y3WT8VSS3ntSGGYiljbPNYnm97M0wJ2cleyF3S0e0UjEB4rZ0tjpH3BnN22MgWhtwrR2kOmXaW1Fi87XgB+si+VHZvs5Me8/ppmX7yR273zvy+WdP8G8actiyeaW8fLVHzifi1rP/3DZLw2Oj8qFwfOGtE16KGnZ/rc+rzPpMFbsm6mVhas9d52LUVx+dXAx7SpGkAtyZVVCbVGWDKtVEoHxv1gEWEF218wsFfN1B457U8p5OulK+Feui1E0y7wDl+uzU1/wNA9PjmUPPi360g+lMceemDR7VM6HEVapps9L0JVV69RyndjZavAiD/RtCQjhkK0xtywOQdWEQ1OHF0eDxwDG15lI8JuJZY93yXZF5zIWxBUDmhrlYKU7NaNEpjcsFSBvVO7iEFyU4A8j1T86lI11v6mzyHAngXSb4NOdVj9FbrJ+I/Z6oOYFPDmqUVjYDsaxmEikhk9uMTJ68zZx9dMff/fAX/K3dp+xkICF4yWzEosim7Hkz7jhMLWDFW5VM2gvT0S9F13LfurJGjGel0z7mUviURSmRM+oDaWN+DH40cDb/f9XL1udVmRlRALOLdzYzxXy5w58G1hnR6h2587PJGdm0yikYuwYwh29AvYHt3LXkLhQ5jSNuHaenjtvfgumDic3ZSHCZqI5X/RkpWfpB2EU27WTXXJTOR15N5xzajkzRwxcplqpDS6HU9RYxVtddAXzv0Mnmat+bLtuOUecubmzXeudFq5w2iwne9N2Bp0/uOPQtw6kht5nxsZ3Pj55eM+TAdN1ZdGJSzj9V/LSZi4fqoH8mTGcwXphBapX/zBTyUBzDt4nmfGS7HTkcO9KhKXR8QZMYm6KJpMaTW0daFSVzp2ayNtg9O7MeKoiur0O5DyZX4rhkYXwJ5NuH1vTDeBgP42H8Ksd7BdPjudD01tEDq8ROZ6VrWiqwIqCRBRF4vQcmZRLTcXnFz/ouJSVhumvpPm949JWwfZ3p3kbQlqsnMndiNZaOx/OREXCvGtrrVWRF0Vi51WIFzMZj1QxkbYomybrB6nUB0mUjhEl5ucdtlXcARqGM1841AumugSSEtAYVugDv0r2reaeogTEXjcLoJpmPo5qduJIrPQPqEhGjvW1gsrdig+jSkayUatvMLfEf9TCqg3ZuDFzlnWPaLeY6obeYKApItU6Ozk7q8/kQA4hJbNNqhmJKOEYm30AjUOjNqbPXr47dbswlRqtsqkoX14Cw6aNdVMLRNIiSzMhGskeSGXz1z5S8yYyN6fckliJEULZfBHxvXZX+mTI+Szz654HuWhnPnOVz947Tqx3OWX543nhuf+Bor4Xu84bpwnP6JOGS5/znuXT/7URWx9iZfTAjzXLHJLue65zUOW5KmTXTec5QXxVGyuu4zD2zG4nMru1Vy1y14hZ3xKzbq134HBYDPyu6yFIEi+uH5Z3rWo7Xuuv2teagr4Hy2jjI7lm73++5/f8aj9QJnBn40lL0mY6BKZv79qg6d6Ub8bN+OqMMGrnKO7LK3C27CKc5YxpMM51V2PmRc5noJODesUqfTcjKz5uBo5kaTmdi2dG5MBRCdfIuen4HqcR5GWsoz7pRV8BzKLzdIQX61DAluyHnrrOzPymXe0TN1duJ0vg8s5Jq9jQsOHJGoUmgNV12Pxq4cU5ptxNDdQzfRz6+uOG7m7fs3YgvBm11XKUdv+wf8fObx7x6e048hfm1XelIV3qyCrayRjFt9QbSKEvh0As4B7GIzPcdw6VnvDCatx+xglmyQmDceqP7hiXFoBqQrdk94xn0zzbsjnvkcJrBdOXtS1ZkSsgY8W2wedNbd1pWJy5vG8ZHHadnljRg6QXm+ZCfj2z2I76c+/NmYBdGHp8feTmEUtBQnp4fOE2B49Tyj998ly/6C/5k/xH/7O0nyNFbp7nMSSLlg6DFyZxZ01wZMe2V0N4oaSOM5xaTmc4S3eOe4a5D3waaW5mzntPWip3xceT7H73mk/01N9OGN6cdn798NBf6TmPDP/78O2x/GchBOT4Pc1Ez7up8Z/Nc2ira5TKf1Sq4dZW1NdmUbBLOW/Sblvl8rpyUcxNCZmoTufPznK9B75mXUouTWs5BXWu1FE+SmYo2B2NBVP+OuIXUP3SmH8bDeBgP41c53iuYPn0A7cFWm+kMpkKTqpSmeUPE0p2Q1jJ1RSBHQbFIIE1CFocrmzXNDncXaK+E8RJufwDt29ZAwsnhbjzNrdC9NmBw87tAm2nuHO21AZrx0jaGoRfCXenAVGrdqiutFWCUbh2+LIxuDZjL/1dNKywAGxaNqQrq8rJWb0vn6S7geutoaElBqsdQKeim2zZ9Fk7h5Am3Rj+cIz+quUkS0uiWjj9Y52eXmMTN9LOqfZSkUDZwliVdOgaTzp37NRCyinqlsIlpzZOZKTVHMyfKZdMimdkxfR6ynGeckAXGPaRNwE1aNjiO3Dji3pE6O87Glw1ncf9OjTNQXyjfvnQaaqa0H2xzag7cVgQ4fqyWfS6g+2Qbr8ERHo185/lbfr5/yuZPNqjA+Czx+3/9U3766Q/oruHuO6azd4PgT57h6gLnlutTqeHhKIzPE/1Tx+aV3d+pXbq990BlrtmyOoPL6sStYvelO5re2hW6+rQX4pnRr2eVQbkHRQt9PYCWe8eN9sd053afpI7ZFKca36yvzxyNVj6fAe8C4At1v1ItlyLOytG7HJfRFuX+v4F1yue2ut5jLPwmjHcLWP4E/s6jKuzc8A1pZEbJmgr4VfrccJoacgPN5cBH7TVgnen5d1TYuZFHLtNJIL/D+48kjnniOns+P13SHIx9Mrt4Z+4ZEObSDTT2i+K90a6bxu6/4JMB/GxO4qMoQYSojiEFYulGNz7TeAPfvTRAMHCrRvWO2dGo4AuYDi4TQqG7OwPiISSShNlUEgzcg0VkNSERN5402PfuppZP+8c8Dgf2bqCRONPhX44X/OT6GV+9vMS9amkqpTuvOoNansVJ5+dynYaQSyc4K6CKmyIyRcz0UBgvbG6uz5I6y6RX5wozQ2bwvJZF1HzvaS9M5568bXAxLRTvNZiOGRkm/GmCxy1x5/GnFjkOSDRjuemi5fgicPeJ0L/I5G2ZdLo0A+lx9PR9w+88ecW//+yf8Q/83+DrNxeku8Ct3zJtjep9d9ygWfiFe8z/0H3C4XZjLKx4v8AnghW4WWqHLkJy5X5qhOZg7to5CLkV3C7y0eMbDvuW46OWw8s9KgHfmht3PE/snh45bwf+xdcfMkZvRYBXLaG3efptukSy0DZw94kVHlJrBf1cinaiLOygZMwkbZXYlXW6rvWFcTb2DZNT8uSX9b0UdnIWvLcC8TfmsZltUAxZY5XyWBfcH41ZVOfh7go2rzMuWQKFZJtHxwf/sYfxMB7Gw/iVjvcKpmsMEBnSzhxg5+qsYlo5AR1lcfh2OpuGqXeLEZkWyrcaYPUh8fR3X5F/R2h9YttM/OTzZ+z+YMv5T9wM1to7RQ8Qrj3pTJj2ppeWWIxELiLyOtDoAkihgsXS3aud4qDoJpXuHMviWADHPftqt1St1S0V+Rms18/lFB3dEudVOuCVyjtHexXKtTZq718AvZTjnrWndR8tlm2dc6EnNhkdDWlrWzTU5XDTBouKwjY4LgHJgJ1fAekKnG1TWTKpWQoNNDAlx/ZVpDnA6GtX+h2AtCoSIMwurKkTcutorkdEPf2TBvVFVzoVmmPNY9UF0FWq3nQu5FEXl3Zsg2nn0WjWaVPoevU+lJJjfvLEu4ZP9QmaHOMjuxfDteeru3NOnyR2X5oOMJSuddyXzm0FnXVTpkZNbL8OZA+3v3W/k1zpfN8Y+s51VHMJb2+V7euEi0rcGuDoHxtVfTYhE9PnhcMS2aLVfV6MYTFHeHVrUFzPUwF3Rc+oDkLRJ87daWV2yq/GOvfAb329SllcF5WkgPWVp4DkxUndOnOlm/3tXlu/diOcMu4IcWPn0/fWBW194oW/5dwFOmnI5LmjvERZWS50PwXE0olmvTTApIFj6mhd4nE4sPkWR/CkudDFM1+nC35x85jmzv4tz+wXK8KYb4LM85c2Cl3Ch2Txxo1FYG2aaJrvUvSM2RF8vmc+5l2eY668sy7fNAZqV1qTEKNHSwZ0yg4RpSkZ0o03uvgoYZnvasHV2bOQs8xGZwgwOa4OW37WPMWLspGJT5q3UM7jnx2e8/mXjwlftLTXZj5VAW/NHXYRmju1c4Hd37FbKNvqhNR5nDNzR5MKCbkL87wj2YpiOYA0pchYpzQpz6hfCqh1rs2dadfN9MqhnS3tGpzJYDpHAGQIuJzNg6EVpq3Djw3hOlhElwjDpefwsXD6OOGeWNZ2zkafT0mYpoZ0DMjJ8z+ET9j7kT968wHptkGiMN22TEdjUlHWEcnCJFtI4At1eykILGtrLdr5QQjHMg89Gzg1LeHozSfD2dr8/Oktv33xiqiO18OePx4C8eCQEp3mT47j6x1/PAbi640lh+wyYRLbezQ6x2eNj/J8zdSXgn5eismVIQaUtfWdSagUqHV26tZV0VyNjaYwjYGcHHn0c1HBaqRijXjHLAGb5+0Rmlth+7XSHIv5pYPuOtMcM9POismptXuAyMP4Cxz+93+P/8Nf+0/e92E8jIfxMP4Kj/cbjTWUjcagbF4J/uiN6n2ZyY0BaSkVX3cSEE8KioZcdHXcA4fU9UttszUlx7aJHIaWL19fIl91ZSE28DBeKKcPYfuV0F5DPvk5W9JNBhqTlip6WaBmN1G/dBzU6wJ+vCLVJTtVIbJ9jllDqmIU5QoaxTaJtflYddXSZMtEHd0MsLTEgmk5f04hb7J1eR1oyNDke1Ghc4cQ7ulYpVbUR4fWF53c3HWWchzxzIBxzaqOW9v8+HEV4SL2RtPWKNR+5WJbv+ZgxQoIJfuZolsuXfCVU2s9t/V8VGO3uHM0t7K8pocQjT6+jl5SX4B0VHavIs1d5PSsZTxfTHxSWyJHSjc47pS0s26DFAaBRtNf4hWCkm4bo8PvMs2zE88u7/hrj17yB6L0P3lu2v+W0v0tEWy1k1QKJ/VaulGgOLR+MybMzp+uuohSNKN2LtWYFVfKdCa8/huB4YmSPxhoft5x/ovStZqkmKjJ0k0ugDm1FN06SxemUGnrBncN3qtRjp1XWeVTL+A4l+OjuOGvG506MzbK+Vh9Zrt2OlP9JRproLmz44h70E3B3Ws2xa/xcMmc5XOw+1TKOfYuc+56OmlKXEvR+qsFW+VyYnttzAgqCmN0TBpw5UZLCEOhg2xkJN3TX1s01rpLfdCWw9ByFpVcMpFnbfBk1woU3wnhJEytGT02TcK5bAC1ieyaic5HdmEkSF50tFiXvI6sMgPsqnHWLPNzkbO5jG9CnH+26nS9U2JyTJO3PGjB5sZsFSjx9vvj6MmTm4HQODS8Ou4Y8wdM2fNvn/+MnRv4+fCMn149JXzRsv3KnqfQW0JEagTEro8boDlkmkO2AlBYqlHNIc20bXUeaRS0xW0Cw+OWuC3F4qxokiL7WQqY9jI2iczeYLkC7IX540ct5mZAMRiLO8/wyCKedlNGpkTuAtPWMe0EP3raXYvvTTsfN47hsSKPR7rNWPzJhHF0xL5BB4f05qw9vNnyD+NvmznmVOYEdXPUZZ3r5vlNl+O2z7A2UqxFPZvbwgmGJ7A/7zkIDE+2TKNFXOYuc9n1PG9vOeaWP377gvTVluZg16cWcv11IJ78/Poyymy+OcvFYJaPzcW+YA+b1vujgun6OaqspVYM699hZeBpX7XJ87ym0RGjg0OwOLbCvnFYI2BtLlfdyH0vtNfK7mXC94lw5ktBVklbx7R3pI3Mhmhy4mH8BY7x+Z5/f3cH70hg1mPQiXD4zViXHsbDeBjfHO8VTIcjsLH9UXutdG8M1Byyo98LNaYWsUq1PwqnvUP2VdhZwGAqCKps/kRsYXr79ozrYDEq6bqhO5qrbY2PUq9krJrbHCCXRdgNzBTGdXcWoL0piN3L3DWopmCV4n0P4MvqOOM7k3Hd5GnRhrvVYlo/d0joDvLg0WpIJWWBzs4cZAch126qt06qiIG0HAzTzA2aUACRFkOUkG1DOdqmUyZHOK5+oWjX1hEjuWGmFFfKYaV6qoe8QvJ5jnIxWmgsALZGjM0Gbo574Go+r7LqioqZ+TR3wYzECmBOTc12LZvLzgxz6rGl1rE5Rs5+PnH8zo7jc2+0yssiLdiUzVWbISgyOutYKMhoQCWfR37rO6/oY+Cu7zi83pGibfT/4PVHvH5zRnis+FM5d2WD6HvTleYKIuv1K8yDNVCdP7qyylXW5ZfeOTf9c+X2txMf/+AV/9PnP+NFe8ulP/IfXPw9ptePZ7bCbMzWGc3crlN9XQPGfpB5A7e0lMv7reJ6VKC5cYRjMeOprz93nbHOTImEkQrgFZMJzO1oOweCmAZ8NMfbes/6QWivZXbRdQOE4hh97z75NR6pEYIuGfOmW1fO24GNJNyfM30nlF6Vq7RnOjVsovkjdG7Co2ZApo4+N+TyoB9VadQqhg0eh2VOTyuDs6FveNRbkWTW2meMPpzM8bjePHFrpmONt98XsbLQNkychYHgElmNrh0xyrfRv4WYAqfivK2lMFolPzWxwZKbHI1LBJcZkzddtQpj9EzRk2OZ6L0iwTKra9FyphWXwhFRiH3gmh1X13uuTxsOsaXzkZ/dPuHVLx9x+bmweZvJ/r4BYM0Uzg1MO0dzZ74NKm42tXKT5dzXomJNFZiCcHpqRWSp/hM12aI8g7NGei7GLl9rsat2v8Mx404TqJIbz3TWcPudwOm50NxBc9fgxsR42TKdCdPeFqHuqsMdDUy7ZNdQk9Cf2vnc58kZkC7GVyi43hFzOxcHJdqBV6PO2dgyGturnrN4Zuulr+tGY/NB6qyw6KcSOfhiZNdOHF1H2paJSaC5dfzpZy/4+rCnHxtOVxu6G7uWuauFO6wQv2YijbJESK6L0+UrrtwvzlzkVZjXXVvHpew3YA2kZXS43hVPASzysrDbpsdlvS7nUZObgfTsizEXW8t9nkrR5ii0t8agQyDuPbHETOYz851Jm1J0mco6efevmFQexl/K+Aenc37rP/yj1Wz5MB7Gw/hNGu+5M41p3soGolJ55438vY0393Jz51HByBrDSo0+sc1SHG0DUB2qa0ele+NmF/Gq2Q3HYqIVIJyE3DncaFXfuDWtYKXJxg2mrSo0V23zAmRj0SMLBbiyLMK1Il6p3EnuZ0cq1PZDin7pVJQNgjbZOpqS8aMv0Uncp6KV19fiRD0X1GuEUchLjFjQOX4kHITmVuZTP58fZ5u9qulzI/OGyjY/OgNn20Ay07tTC1UDDvU6Mrt51070yj8OVqBOvYFLKJvWYO7cle52L3dZlNQ64sa6NWkjHF84/Lih+9ou3HguxL2Z3aWzjHapbIrKASTu6foM6AY+f30JYBTGSeDLjlefvbDPT7l/tzp3FKrz+fw56gZ5dR5Yf/a6qarnQGUxtcurzjH2HAwfT/yd3/sZH25vAfinN9/hzbDjeNjQPLLXmin2jlk/LdmM6SjX4Ztd8fvHWjv+1Yxs/O0TqbGd4HTb0rwKq89zv5ikLPfSfL+zfE7TlgrNjTnx5lbIremDm9vyQ41pBV2Cycu9W/zXeaTOkdrFkElLIessGJh+d3hxRE1Mmjlkx3XaWmetFOU2Ms4/O+G5jRscyoXvaYCsSsKuUYOn18gxJ6Z6PNHh+9LZbqwI6VIplDkzFvSDFQWHx7KwXFfzeJBEV0LP++Tpk02eQwwkXcDwODRWfyk0ceeyzRdVVyvGGjpO7UwFdwJjcsRk3T9xCpuEOCW0iRDS3L12Tq1zXQ3MIuQ7T77z+JPj6k3LP7reId7YKNtPA92V2s/NTvZyD/jGPWgQQu/prrRIUGzeVAFXNcvZkTpPboTx3JuERst600JqbZ53tfi2ktDkGQguIMxNOuu23ZhhitA2pH3D4aOW2x/A9DiSXnnGLwKw4fQ8MF7YHIkI42WgfR2QKdHeZpqbgIbWgjS2GTbJisFJFp1zWc9cdvcAoUTwoxlf1jxlN0D3VmkOVtDrXyjNJwfGL3c017Y2x8tE87hnerNBkiOewdmjE7enDvl0a9nOQ5H7dOBetrw9hrkLnjZYmkSttWcsmkpX8xm1kKlz5B6CyVPQeY6y+6xcgMqkUSsQKSxeI1lwJ0d77QgHlhSNaNGN007IjbMIxgras8znxQhhdizVZ0Cd4k6OcLKiZTjYPXp66okbu8co88G0t2ewe610t1a0mW4feN6/6pHUoeP4r//Bh/EwHsav5Xi/YDrqXL2u1fW4Ne1YKUAbMA65VKUxGnMt567MieqQ8vfp2BJeNUaHHYX2baFBNQYowlHYvLaF9/DJEi1RAbcfIRwAdeaiu4e0ywxBaG4d4WTHGfc6G48A5g5e9VQVTHudtWP2JrICFnofsJROiRYQFo8B6b1RizeFLtbmGfzW13TFLVa9dRQ028ZHvVoXuGz6DMCakZtzuUTPWBxH+9Y+V6W1G83XquQ5FFp2KmC5GsiwgGMR66BYF0WLsZfMuZy1y20g1z7ffClh7nbVjnSNIqsGb+qLfnvvCqBmARvJOiqTmhYxewNmZqYl9I884digzoD08DSb43oo53Tl/HvPUbZsEsNB0J/tLBu0boR0Od4ZOQQD/pLU8nrXwLncoApLx2YqwFtZolDqeUFn2nU99/NrCDSvAv8kfG8pAgwOfzJaYtroEjNT7j3fr7pb88Oy+lrPfaVar8B9/Qy5y/zt733Od3ZX/D9/9rtM2HFLrN0aQcay2fPMjuPVBXy+D9avG6G9Bd+bI21ubCPqRyyirFnuCfVL7Nuv+5gj97QaEtn3neg9EzHgXrZ0HUNuyhzArCdeft4MvzLCTgbOnTl5H3Waf2bSzARMahrrCmRhAfZzQag8u80pE0+LBta5XM2kUaBPDW0yE7I+NRymlpTdbEpWgW4dM5D2zDRYHxJNY2fgNBkYL7WmGVhLKSAQ7LNv2om2GpSJ5VKn5MqcmFHxhDtj5fge1Hvi1cbM2wbr6ubGinOplbn4m0PVKdszlzZwGhwQjHKtZoToYgHSyTqf8+fLhZqdbZ4az6vx37K+5SCkRublbj6Z84ssr2XzhaKNp3/RcfddYXo+EnaR2G/oHwkqgfFsSVNIHUzbouMeJsIx0V2FordWo+yHbE7dkzdDy1we96auS8sa6E7GmPIDxDMYniW6rz3dtdIcM7nx5LPE//h7P+X/dfpd/MuyGHjlxaM7Prvtik4Ybl/uIQtnr4uWvLU/VV8uxTxuoZSzgHqldMOXTrKofd64x4Br3TuUrvEsycqypIuVv5NK8kX9nSS4oRSgb2zOykHMSbwxpkZ7o8SdEKNFNcYkaGdrT/LLe1c/GLwthpqNzq5FTpEaYbws5pYThKMiE0g0Y7b9lxPNzYSkzNA/8LwfxsN4GA/jVzneK5iu1XVlVXlvTAdL6S6LU5xX0j6RO0G6VYsSqPzeqp+uXRA5eC5+DLlxDI9tUZMrczxVXzrQg2nfpmvrCEiqgF7ml/ZjAXYjdK+9me2M1pVOW8trpiy6AERBsa6IerVq/tx1XLXlilHJ/P1v2RzpKRhISTKbis2LfnSzS3d16HajWNRJBblFa60rIDNTqjFdoiax1+rN8MVVh+hsm3iguGcv0VZuXF7LRdsM+ql0o71lz4LQHGWOVZqb7m5FFV/27et6yDcoz9nbn6odnHauvL8wXRSdWLICiRvVKPhuea/q1B13vnRxSocgCpIcqgohL7T+svGqIHl2cy33nahtZJjB3bf3Sqv7tJtABpm7JaLWFZcktDe2McqN0D+TRT9djeOKCZvv7b6bNd4lX7X7hYlp5xi3VVOidshlDV4rWF51wte3Xi1sAdSs6fUzGu4cf/Df/4B/usv4W2+nrVFjN2Dnz+LqdGYzrMHWuqtlhRnT4vuh5Om29R4Qy/LeLZ312Tn/NyRG1U9KUHv2UgGu2mWetAea+1cNWDTOG/FsJDKpRwaLINo0kb1bdabVgHSQzN4NdNJQApKWiEEK8xV4Hc/QY8ClXN9syVQu4CUHk3UsFF9z5K707SlZ7nVWIbjMlLz9yc5isIreGRKpNdMr58z/IYSM9xnnlOCWwkFMbpnzRQk+04aB1DrGaIZmjU9cbAa2YZlwhhSMUj55YhZ0crg7yyt20Qpi4bich9xA/0TuF/xC6SJXuY8ADQyXVrjaXKl1pYt3gGQD10wZ57MZYEZFkjf/htaKgxPMz//MVMmKi/b+1ZAxF/Ccw3Jc89rhhdNTx+mjRHcxIAL9NjE8biix4qbhLs9T3Aq59bgbA/zqCnNnn6CxOCdN5lfRXtn7TRdK3CW2T06cbQfuTh39sSU7D9d23w2PM49/6y3X/RMrrvrShX8d+CcvP0HetDS3Nh/wdeCz/Ixw7UvhAtzRPljcAZtScFytZ7MWesXy8cUnohYrTdNfWBMeA6UtxG3+JkusGhNkMYfMaC/qUum2R5uj1JtR6VysxOZoac3DIrfWQe+Omc0bGIo23I/C8MQ60ISypldqdym662jGqjW6sJpxmpM+NEelvU3zfiWcEuFmMK08zHT9h/EwHsbDeBi/mvF+wXTZiGXPyk25OGkWU5lQdvPSJhRfKsZyjzo4L4J1qOU890+F5tbyJu+2ZjRmXQfmDQMYmBk6maOvrOPJPVMsl8AfFtqzAWmdQcnsKl7ovboGz7r6I+X7EQPJaxMUYM6lBmSUWdcluVB+s0DvkcnZyxVgpFiV2h/EYqKaWXRbPgAzMCQK2nuSd2Y4Njj8SQh9+Sy1i70SW+fGgBzOzFAWKp3OFGQXrfOQukLBXuUYr41VXIT8DlC7pwPMK+BE7WSrdQCKHixu7fvT3rKfq+a2dmfibgHTiHU4U2s01ebWdL815mS6WGWX12OV1TGt7jPr9spyLVegtF4/o07XTFjrUEisBSMr5GRvGy432N9TZ59PV4WA2c28bCw1MGeE23EqLsnczV4cfu+D+7Ux2zsfZ76+y8/qouNbZ3/DrOPrrsRMqArwTeV62TEIuTV9oBtkidOS8rzVn5sMrPhToXd7Ie1hOls2+ZXy6iYrOlhnSjh+m9P5r+Fwg+K0yEiK5wBeOfMDmz/nFAQ8Thx7l0hqMhYyBJ9mN++sjl4bhhTY+omNRBwBL26ll1YaqUYGyjF3uMHZg4tpWv2weCWQQcUAYS7SkqYxPXMqfFonSszWEYdIRmZq91w8FUXVlRzj5UN6l3GidE1ERInJk9V00wBtsG534xOXXY8T5W2/5ea0md8juIxDcZLZhZHOR5zANVum3hcAZM9YJT7Vr2nH7A+wLibO930EX7S1fmIuYKkrWdxF8ywxQ3BWlEjAVH7GOUtCgBWok/mZrxIKRWapC+jM3DGgtszFZAPmnEe23cSUPNJl4t6YSi5Z0kP9DFZsDASxYmHqID2daLYTcbQuvk6O9kY4+ywz7YS0Fdw28uTsyMdn13wZLrgOiWnnGa+D+UVsE+fdyE201IVUWEq7L4VDekLXyyIByhCuzNhsfKRlzrO5PbX2uayIocsaVQrMWuj0YVi6xCol6SEVQD3WIkEpWm7jvGbP63W2ArMcPdsvjK6P2n0eTna+xwujbvuTEvcyz1nNUeEIcSP3DLVrDjSAP1nBe3qc0U6X+bXua8o6JNHWMlvjTKu//SITjgk/JNwQqW6ikhQZo03E3i00jYfxMB7Gw3gYv5LxXsH04ujJXLWenaHfBQVaurOipWPBvPihmGGIgKrgfIYucfpE0C89ZJg+nEjbwOalww/YRmIyTVPcFWATF33SdGY0q3BnIHPGxZ45ngT4/7L3Z7+2LFt6H/YbEZGZs1nd3vt0t6vmmkWxREqUBBVNi4Aow4YM2wIMGfCL3/ykR7/rP/Cj4UcRMEDDgg3BMGRDAiQBAgwYNkybFG2SIlkN63bnnm53q5tzZmZEDD+MiMic65xiWVTVPeV7VwDnrGbPNWc2kRHjG+Mb39f6xjToEnnl1bHB8hUa8FqUPsv7qBh1u1pcOW3VCQsgsmWyZ5DoWrU0U4HnqsQoWtSo5QwUSgExEgUeA7jS+zzZxh23KwAXVuCsVp06q8h3DxRadTm9YEG0ny148SeaPVKlMWdfKzn1GOt1KEHjk57qJj5WwHW9Xt3RmACnDzzzhb3eTdKUNK1arlahryDS1WqCBZHhoPR3dp/SRoi59MFVcFz77cvv1mC/9TbXRMCqklvvci1uSAniyCVI7+H0Qaa/K17mUhI3I+1aEUsvfl9L+ZZEkaLGJ4WC72YDoBZU1oxOOZa11sD5j6t5KGffPu2aaN655Wct4kG1bxpoVWdXFXLLvK6WM+qUtF9RlH2h1WdLGuSuVNxLxSjuIQejx2sucydatXD/eWZ4bxMubL5Oaf5lHWurN6M5KIOLZ9XjSvGuIBjgpMpX04XpKXSw62b8qjl+Vm+VaZeKsndkILTqNIBHQFxTB1/T611U/LRa18qzkzspysKZrTcAHFzGd1YVbnZUqz8DmpK3lq9G915+1vK74HKrTMfkcT7Th0jnMmPyeFGuetNGeHfaEqMnZ+HeJzqf8GJ/f9MfedEfCS5znDrm0JE2tma4qbREgAHecm6iFZTZ3M8z+AKSK/W2JmSrOKObrI+VrFAssdImEHfm/2xJZDFBxKLlUPui1VNEFiuQLNZHZayp5hSQL3NeADU2X0JpOwpDJO47cu+QqMue5sxaK+69WWqVhKT4zLCZSck11XMTOivtPJ2yvzzx/cv3fDTc8zAPXPQjYwr8yF+YCNeD5+dvrnGzteekvlbBbY3JnTJdmpK5djTmTFo5DFh7j7aeY6NEcz4U3OjoHoRwNGr1fGH3MRyBDW2fGV8q+SLR9ZaAyZOH0VvbVNlv+reO6z/M7D8bIWlhfiVycKRdaPvB6YOO4yspDAG7Nv1dsaSM9qIwKn2JK8YrZ7HFTsjJl2RIObfqVDI6/KMDZ0Jt/Z0wvM9sXp9wx9kSMsWfnOBtbqWq5PYMpP+kx+N3e/w3WAc+j+fxPJ5HHd8umK4UJqUpMzdAmMTUQ4OBQhPSUaSz/qWsJdCqvcg1MFiDBK9MN9kCI9GW0dZg4GARPVtAkZtt8zu9kiZaIhFTkF0JMUkR3zoHYOV3lba9rlg6Cq1bCsBbIdwaQNb9MCgERUMiVSXRojBqYlxqwVN5LxMuycv7w/LvNdmgppBc6clGsS3HV3rV48pjGzhXFi+Hmgejr4VjRmUBsFaVsgvSqtFeTMl2UlNyTvY5upp19T2eisTUakANbtyq2tPfRtzsrW9OjTpXKeCV8t6qyA1cWsDjj4kwGn0+blegFVYAX5Z7u75NLMfXaOtPK4QFvLuR5sHrol03SdDfOhOBc6UHsDPaIRS/2jpXVuNMLOwbquV17q0TEmeK17WXcnW8rsxh9eUtEk1MCqA72Dk0Ve689MrHrRjtUp8A6/pZxV9WhzInJ0e4N6/0+UYb28Lo6qV94GgJjDTUn02ArN5XPy6CQf3dr0bTdLWfsoRTqVCGzHU40K1Br7hii1USgZp4zOa9K9Fo+JfdSLfSmp004LAqN0Bm+XuH4BA68ThVZjKzevxB8OMysdY+x+34dEk0xuSYs+Oin/h4e4+TzOvTBWMKZ+s0LOt2yku1urKPVIvHMdbvfNGP+NhxlzzeZXbdjEMZkyepcIodUZ2B5NmDCqep4yEkBm8CaFkFJ5mLMLLtZw7dQN7kQkM2tWqZl3WnrpX+VFpdCmO8an34CbpDLtVEA8dxYxVoTTBdB06vuta2knpp7IvKypovIO6z9aKX9afqilQWlyjWfuF0YQ7pKgHZOTR4tHOWEHVaEhOZ0CWOu8x06fCTtM8xyz0TvNPOIylbMiA561NPAqPd3OlKOX5gC1QalA8vHvloMAHErx4vuL3fGqPs0dbbcBSm9wNhgIfv2T2uNOnagiOd3efsMR2L0kushQbdlLZZzqdVlCdne1zpOQ7HJTE8X5TPKEnHuFXyYPaH0mXi7NHokEfP9ktP/77QyYGLn2X2n46E26M9f7WBehNwp4g7TSCCH3e4OLSkfNzZWh0OSjgq/UPGxZLodGJtRlFKf77Nr/mq2DJuMu4xMLy2+TddGStn+1Vm+8UR93CCmJCUDTyL2HqdMxLLz/bA/P+8xjyPP358+O/86I99zf/8//I/5c8f/4s//YN5Hs/jefyZHN8qmK5qqGkQxhdLhtZFyDh0VtiaAE0Co0X3VqEwD+cy6obvzBLLuUKXmswyKl0kSIJ/dM2OAmgCJf2dkk7SqrCSzSpLw+K1S1qAhUr5Pqw2rW9KXMrqaxE3WVS7WABbFXMpwmv0Gddb4Jsnb16p0aEVsJQAqAEm0eaDDAZeZHYlyWAVkRpHVwsSN65Ab00QrPvPoPhWalF/huyVPJgadvX/rQG1iFG/a1Uld0sfev9g1EL1BuinjQUXrlBX1+IxrReugr9SedEAmux9Jds9O360gLnKGJj3dl2qaFUqVPzWf6iF6ncF46u0CGdVleBo9i5noFWegOYVkG7gvYLdRKumhuPq70uypnuwYxxfLL3Wax9zu+lW7W3guHxOLvdpue9fn2/tOEur/tIDXlRtfamyjBjjolxvf7Le+NzZ53YPShiVeW8ANxzM87jOkTQUGntaPjx1Vm2aL7P5dYfVXC/zXGYxf/RJWg9i2sBwC5t3yYD6Rhot82wO7EzdOuZveth+CYejgdfaoytOmdVz0szV6qUZJZNxZSHKCFMO+EKRdZJbZTohjNkA59bPXMqMI7QKtMNbJUaxCa1wyD3hKLgxmlBVolFXz3ry1eaRPwqnQ4/3mat+5GX/iBPlbtpa37QYYFZoHtEpC1MMpOTMm9pbH3VS85kGx5Q8TpR9N3GYO2LyxGygLyZb0L467q0/+9SXiqowSceDU1JvKPgQe7PnQuhDxHWZNGdIvj1jNYnnRwOuotrAtPlM2/XKdZ9Itsan3hS6zYrOqPbzhSWgqie3hsJA6TCAN6gl9rx9NqV9w1pVpFlsIbIkLeo0qWuHlKR0F1Dv2nypiQrvM7KLjC894SAt2VjXOtMmcLgxWnX1PnAIA9x1dA/OWrBKz7EUlsrrhz3/99NvcvuwYb4b8HfentcepusClmchDcr0okwRsXXIdBDqYrokka2P2HqInbdEgLhzYTrnMjF6pmlARofuI2mfma4sURB3dj21tmTVym9n781jwB3NErB/J1z/KDG8ixw/7MgBLn4+4R8MMIOizqGDR73DxYiMM6REUGWbFX/Tc/g4ELdG697cJrq7hJsS2jnmi0DqrZWsvzPQHw5Gp487KWwIR38rDO/UrOWyfb/7crZ+aFPjMwDtnVWlnYOYUOfs34Mns/mvvtY8j/9a4+rv960F5nk8j+fxqze+VTANlMqq0bhyV4DFLDhVUgEb4soGWAC0OMg1gCgiXpqc2U8BqQiX5bJxyrYA036pUNZAqTsovniHTheWzVexACoc5AzoOCpQLO9VFUybIugqGCrntj5P3Opv6u/W1WtZvU4wBdHqeQwszaz2N18TYqrCKdl6s0Rp3sAIxEKVq5RAYKENrioU9RxTAb2iVjbuHgS5M+ClrgDnKAZ6SgXNJ6vs+9FAUa3q5NKX13poKz16ldjQchwNQLICh6uAr1INJbpmJaLeaPmTWhCShtUlKb3TVWTH+uIV3SV0cvjDAs7cvCgRN4Bfq76rWyrRkjdSmBVusoCoCripo9iYFIp3YUXEFW1UnZ59XksmtHlQr1FhJJS54qo9zer6ra+T1OulFKq5NK9VEcHP5useDrQ+0HAqVc3d+c/1mqPQPWbcpKQhtMSBWzE0XFewV+l/loNv5xH3pvhdFZOrtUvtQa1zwY+6JGhKFa96lJsy8nIvftlH7YXXwtpRDz5kduXhjRjQzSizpgKGEydNPGrPm+MONxl9/qIbz957VvN17iSxd5lObCHIbfFarLZOqrybd7YWGvo1wcHp3G/6jEkyCfNjx6PA25B4u92zDyNRHWMBxABz8sRSAY3ZLK20UBAqkz0lh6p9vcsGFC6H0Xqwk+PuZA+79VELh7EjJcc8LQrkOQnz7AkuM7rMMXb0pUItWH93Dh7qZaoMjrT4Z1ubSP1dxo8JFcEFIQ2O8caExOIWpisDcXFrACr1tme4SYryt+k9GODLi4BfEtxc1nwxdXs3azug1vpS3BPUrdar9dzxy1pb/bedKN0mMl15JAd7DuuaUtlIAm5ObN4nNl8GpmlgeGtaFXEvTctBSxvQ3VcXIIqcvDFo6j3blDafhLV+9Ers8pJ0LoKa4mq5HVwRGxVnQnPWN2/AObhc+ulN9V3B+uWjEI7CPDjoM6ePkuk2FIVxVXMX8CeHnKQJmPXvHZvXxn4Z7hLbz0+4KSLZLB7dyUCwOo+MyfZAkaYlocEjOSOnifAm46YNkrekjaN7SHR3EzJZ4inRtefYRWXz1mjycWs+31UVv78Vdp8bO8JaXmzPvP9+j/ukw8+WqArHjD8l67WvbSBYIiUPwmMW+PtfnxPP43k8j+fxPP50xrdrjTUp0nqGWahswrmfpRQQCgYWV9YiFEppQ1tJyOqRLuMu5kYF12SVMDeXDT5qoVwZDdlnA2TTvlTcJgONlCq0m21jzt0C6BZKstCMrislbV3ZXI9Gw14CmfWQJOjozac6mvVGq6Y7FiCutGsiWdBY0RfWDx60eCUvdHWtVPMibJNc8UVOBr7duNwLN9v71Oqzm62fPBxXICdYb5tkIYzaAJg68M4qManQGNUZhS7uFuG3WkldtyO16nZJSrgEOgPzAtzUG1DPvdH2tIC9PGTUO8JJWvuAmwQdrAJgnp8G/luC4ml1V89/1QB//S8ufXjqzAZF3WLxFnsWwTinZ3kWmWVRP17N93pv7f6cf3YFp9rutYEnWdHj6+/bsef63gbww7Go0pf37h6U/kFbJbo+A9OlI3vYPGTcrMSta/diuhHUe/p7NTp6nYblOi/98Xbu/sGz/cqSGuMrUy4WIDxYYD5fGu1yOAn9nT2HqQgwrX2v7Ty0JG8KoHBPb9ov55Ay11MvRdFeGTYzr/wDO+dxuEbNzmROmphVOSm8TRfcHTeWyOqUqzDSifVHzxo45Y6sws6PWKvq0m9dR+3FHhU+O10TDkDOaAimjTDR1KAtQant3oQD8EUgv/e8PgZElA92jxxjqSanxQ4rRkfOZudXYaPmkkxVE6JETSQqTp43U2Dc29Z1mjpEDHgBzLO3PunojK2E7SeahRQ9U3mdF2UIhiAVA2zis7FvAnixZ8aPxtBQKcJSW2NlxCHgZ1+ALpxuHKcPbL5rsEpzfc61JICqsKIJXOrSngPGJIrVl9oAuGRZJd6W+3LWDvOkspwHV5IvlghOh8CDbHA+F3Cq0FmiWZ0syTAoGgwOmRPdQ2J4F6xye1eTWNLEOasGhYxuEQELq7W99DznhAl19lZdFp8tASmKK+rsVbHdrfrhRUzZvVXVy+/nMm/GU8d86AgPnvBogojpsvg0t8XVrmV359i8trVwurYE0Oa1sv8y099G/CHipkjubU65pGjvTJVcwWdFxmjg2Hu7vpvOwPU0I+OEy5ntqbA2YqbRwrFe6/5+RjQU6r/NujRIE1mTaOKo3VE5vhBOr5T4wYx4LY4bgszWS92/92zeBiQWYc1SiK5J8FMU+A//qUvL83gez+N5PI8/wfGtgukwgpRe0kZHLRhTFNzJMZ8CrssNhKpy3hJUQIr2rCqzgoprNFNNgrsPbN4a/TZXddUVV04F/JQJhcLokvWrQemB2wnjjRIvjMJYP/u8b7ocUwXV9Y3ra9cq0LBUtR2QS0DSZUsWzK4Jopgitf17oyWXt24ey5NZPJkas5K3BdSOcq5MW3MO/QLOjHJLE82pv6/n0ijSUmjVJbgLB7PvUbFjPL3wpOrFuim96LK8V9zpqk9vef8zCvXqe/VViGYJRHNn2fhKkWzCNeVeqtNmbeamVfVU7D5W304XS4CSpFTYnPVMutUxt8h++bnSI2s1oZ67VDaBW+4Jufa8cp5AcKynXruXNSht1aLZxO9a8FpAt5QHpPZ2S5azdvl1b7UfYXiv+NGAc/bFYiUXKmEqSa0y/6y3XvGjqbKnjTSadb6RYkFWPaENWNRr4Eu1uruD7s6Cw1So/ng7P5csOAe79t1DBeN24mcJhnJdshfwIGW10vMi6y/vKM+IWQZagsyJ0knCl75me5kWYJ04KJzU8yZdMI6BTUl0hIWPT0I4FCn2TlITM3OFRlDFdrw4sioOOKVg86RSu6M9+6JG027Ps1ryJhy1rV2P3+94PVy2Cunh1BPnYJoYNRla7eW6jIRsNkHUNhexNbJ48DIkpuiZp0AcA65PDMNsnsCCAe/JWmPwxUtYHUmFUYXZp2bP5YtFl/UGOwOysbRBHMzaqq0/DsYX1qKhXukeHNsvLME43QinD0pLkVhS1D+6hdkkmLp0fegLUM6za8rNlX2gtR/6SbK19UUXpk293pU9pB7ixqHe+p79CeTombOAU/w2GZiu+6wr30hxTBhAg2vvWxW/02aVDN3aelv7m+trtYiDWmlbISius2uxVJmNqh1Cwos2wFx7473LeNGzdTFlR8rOQHR2jHNgPHbo+57hrWd4V9crxxiFuF0lMBP4g7D7TLj8eQSFU7Ha6u8z4THhjxF3ioVyLrbWOGn7pZuy/ewckhKS7WlT75GgaEpITMgcbQ/35fqF2kOlJgrnM5IsIQP23qk3+nuzNKwnLpD2mQ8+vuNmeyRmx+PUM0drXTi83aAh4KZqT7a6D50S55Xn5PN4Hs/jeTyPP/Xx7VamqzdxFfZaVelkhuGtQ+82pF4RD2mX0YG26UgFIK0SvEJmCbSW+YqAU/bWPpy7Ap4HsWpqATBuUjpy8UqVRUBqMnVQnFU/3WwZaxnNXilXoSVhyYjLCvRXNZkKqFlet/yNHbv0ie1+JCXHqBvz2QwWvJmVE+e0vgo+FQu+S3VTURhA46q3GagK4X4yMTI/0/rf1gGxKwkOo3gv/6auVGb2FoB1j0afnoqISqUtV9r+OsGQg10jN8pCRX56DpSgMQO1R31lsZWGEjCWHsaWkPAYRXIyhVgNLEFqeW9TEzf/0/AI7uDxoxjwOwpxv1ybWhWugkpWfbbAMxZhG18r+bWKxJJDqcMC43Mw3U41r35eMR1aG0K042xJk7x6RrRWsWoFjebR3nooMUDQ32cTDtuAdHYO096RNhRgS6lCL5UqN2e6+0R3bywGbwLJdEelu0+IQty51hoRt9Kq0/vPM3Ew3+y0tTmhKxqphtKTXd4z9XYOiEDpOzWALq3yuaazx8oq+GUfHrKsharMGqqTSEKLfZWnGstPqkzqmNXxPu2IpyJ4tc28CAc8mayOVCajE2UjMx3SAHTWdHYInXg6KT3Gp+X3rjB7VKwlp4JFl4yh0j0k/DERd5606Th92HHr9+Qo5lc9OlyhMls/vSULsijUXt8kyKMnPDjrKd4YTVg2yaZKdOjJk53itkrnE8k5UhJSDsY+qfaCXo0qHoWEJxdKuIgyTYHp1KFHWw/UwXyt5F4Ij6ZzEI40fYB4nZBtZAo9/mTzP/UFXG6SJUIfiyfzLUsiq6MJl817bDOizPVByZtlnZeJssatbkZJ2LqE6UcE+dr6LBnwsrA3FGRyuJOQJmfXr7CdnjKorLJZ5sacUSnHKRRtAyVeqlnfAdLUDO2euGLHKIAPia5LuAKOBbNn807PQPNaxV1VLBFcGAspWx/8HM2aKydHPAX8m47dF1IU/k29PG0cD9/xjC+luR34yWjcu9eR/v3caNZQk6wlseCAYqPlxyJCB0jMuJiN5p1z6aNPSL3YuXwNHrOuK33L7X6J9TiXa6pSXEJ665duauweJBS9Cinrd7brNfiIw5NCxBebuSkMpX3LWpu0XyVIQsZx/gw/j+fxPJ7H8/jTHd+uz3SyipmbDRho2diq6JUfwT2UykyAWR1z7xbRElEkgMYVqKpoo2b1a0V1nzgJppRZwKVl8gVJbtlkI/ioi+JyNMAvCvKp4A+B+VKXfmW1KoRmgZDbXqpnKuNyFrQ04F+/j64FODp1HKJje3Wiu5qYdaBWrxWsOlODodXbntHOoVX6a3BWAycXrVrtCgBbMeIA+3e7LysBKKlCcQU438B0lU2V9NEC1UWJWjHLKesRlBVgbOyDNgH+qInBWV5kTfv9Gi2+gt2QLXgpvZ8tKVPozU5rsCiEQ2a4tQCsuy+epA7SVpqna9rQPGSr6JzUqnIquZNyjytNXeUbwLNbHXbpV6+gmNXfNSCdrGou1cd3VrpHwc1C92j9fNM1pfUA/NGAqZ9MDdhrEc8rwm7dMRMO2TxsxSZMHCpdU5j3ZmmmjZYvWBnYPnv/ZWresG1q9aWiPSvdYzaBpNmqdmmA7btMHLzRD9USY+0aBROwa5T2cj3yVF6baotBqZZtpXmF1xF/RXymYy8ksWpZnSObEPGSGTWzEQuuM8pMOhdw11L1VaAogHuUhJBxzGr9w5f+VPykbbhveChnha8e9+weyiesKndr5kXtgfdjxh8TvlT8/KkjPDii600IsvTvrzJDBna7UtEMSt9Hhi5y70CPGwO53lliUY0S7EMmh1LxLFVOMOGyuVSH3WTXIA8YOJ8cMgn55Hl4rE3FBrhxSnoRGS5GrvYnUhbefnrD9tNAf2sMj+4B/IMjzx3uJOZzL9LslKbc4aKJWoUTS8WxslgKgJqvlPkyGxDqMm4w8JmSI913yOiXdbmsO8pyvV2k7YNnLVJmc4GorWv9e2d76ckSiZaY0sIc0qb1IFqSV72znvhTxM2Qdkrqtah/K3mfkD6hWSz5cHSkvdJtZzbDUhGtwLn2xtd7VPLWKEvVuTIWYja6/7pXfjoF8mPXWFrdqVSaf5rYvJ1wY4KsJgw2D5zufUv0+Elbb7u1nyjhcZnXUrPdsqyN/hQh5pKkKNcyLd+T1k8ZBpadW97HGYAG0GDq6Aay65omzJc08UlKQaAB+KbnYgr0Y6We137x5GjWm7LaZ8AYGPJHb6vP43k8j+fxPP50xrdsjWXLfjiYurT1cRVwBAUM0oJpNwoSHZAW0ForsshZv+mZyFf5L19GTr1n87lv4kupX8SZpgvzGd28Tw1E1+qYUYrLe1eabgWrUUBc+9kihYrAtPhjs+xyUo/ZfpDZtWMItw7uHMcMbkjQZdsgXe0NFgv+YvHk9rp8ziqBILNrVONW8U0GpBtoicvrLQBZKNFutoTBvC89m32xbtmVfjsP7mCV+/lyAc6JSlmsyQlpFOnuUQqgLQe0Asat8s3qHOq/10R7OU2jH2qpcpbPmYwu2a5vmTvNo1ppCt+iipuguzfgVlXla4VpTcWu161WYSzYkWIHhgX3FTzXJMB6kj8Ry5L2Hk9/We+DFM/aBSTLY6ZW/vyc8ZMwvjQgH47W05l6A8Tdo9IdM9O+VpgsGNSNM4qhUir0FnVZD6GjezBRnOnGhIZS7xnuTLFYlNbPbFT/peJfEx5hVKYsHD8RwtGfU1Fr0FcuTBqW6r6b7f60yvuKEaLeqKX1fSr2ir8iLMa4M4XrpmEQhc4nLt3pzBork5k1k1YTb9biAlCSNn41KxPWhxwks5F/+sVMmvkqD9zd77ioyTUnJelpoNrPVcl/EY/TIOTOkQZvLRHJ1m8VrAK7LRmpqTwgXpGg+C7jQ+KDy0f+mx/+iGPq+U/kt0mfb1qiLh8DR2eiY26wxWGal61MRCGYfkJtx0Ax/Ylo1zEFWy/l5AlHq/CFj0988vKOX7t8x2/tv2TnR/7jzV/iJ6fvgDpjiZS+1PDo6O4WocNwLCrNB/vMcLJ5Pl0u60XcalsP4k1kuDnRdan5Z3unHMaOw2PX1qy6Lrm8rBsGApd1dQ2q1ItVVA8zm3cDceOX1hwpeLBYU62FFa06bmwT7QIyzoSTlvaOSC73yW0j/RCJsye/7+jfOU4BQkhs+/n8HsAZgK4VZ1WztszZNRu0lBynQ4+ePDJYlTtPHu4Du888wzsDnH5U9p9HhtcjbqrKoA5Spn834aZArTJLVAPSKbc+Zkm+UehFFYnl3wCXMzInU84Go223h+wJiF5OdKF2l2OpcU39OxchV/q82DyoLLOzRHN9y2yaHlP0jDHYdVP7ORcnA1nNhypMaTeSr9nOPY//GuOv/ov8uz/4X2PUt28e/9Fhw/f+09fPfIDn8Tx+hce3q+YtJgqlgUUFuYKj2kNWXmobzxMQVkFm/d1qQ5EsSyUXSk9e2USjBXc5FGpq2ZOnS6MrS/Z0B9vd1l6g1SPZn6B/54owU7bjPwk5erTLBrzq5phLWdSVzHGrxsnSJ+hXgjXZUxW/831n57hNSMhUpe4GoDO2xisLkFQw4alC72a98dpr0saqnd2Dmpp3pY6LXYO4A8So3HFr/pc1IaDlOGQqdOmj3YhaafRHYxRYpdMqGuHAohpe+w/lPCA4u6fZ5kNrq3ZLRUeFRuOrFZ9agWrWVFoKDUVsDVHS1s4/12qzg7Q1peP62dmUmKBQrF2k9QMbYLYqVFPXXiVqFBabrCdzsZ7T2jrrrGJf5nez4imBef+QiVvH8QNn6q497D+F7euMOmdKwcUH1/7e5tC0d2ZfkwE8vRdSt+4DhGG06s28F+YLIRdVWH8qSYXBLJVq1aX2klf6qCUzjGZae+rVmd2YP3qG97qcV7kG9bpUG7O0zegkZ9V6LXPAjwa+UlHfbX8vVlH7VRhxC2kuvsbl+d6GmRt3YpBwJkDmywXKCBOOt3GPOxqt128ig1uATlLXfJZNkCw3sbGnI6Pc5w1x9K2SJ7moEW8KaDlZNdo5W8vVC2nwpMEz3hj1Nl5k8mBro24S/cWEc0qcPa700+bkEKdc7U/8pZef8S/sfsofjB+z3Y3cb3r8wbzK9eDIj74pNpOFU3TEwSMut4Rjs17SVYV6o+SPRj764A4R5fPPXiD3HW4SNtuJX7t8x/e27/l+/5bvde9498GeH11/QL4dlmSqGNgJR1qiNW4hUNfXpZdVt6msz87Wzk5hFtw2crU/setmchFZU+C0SgpUxwSvLErqSmMK1TVjDahzsCqrqCUccZYEzX2hknvAaRN4bIsldi5xIxCcgenR/s1vItl5dHZ4n9n0M6MoI0XccJRS3C3PfAF+AF0RfKsV6KrEDVZ5zqUanaJfLLh6Tw5qVlHvhMufZjZvE7kX3KT0tzOSLFkCFKaEJZ3C49LjIklNoTupVZtzRueEel/mcaZmoEQVmeFMkMVJ64PWIZj42ODP3o+kplZXruGaIk4B64ja9clFyK2zvaeynsqUavegMh1i9Myleh+Tfa0e23U/abhZLeGraLGRex5/EuP48Ya/uvmjgTTA742fkP7RH/yCjuh5PI/n8WdxfOs9034u9h4VXKhtzv60qjL+U4Y4owiy3kC0AtfyX1EGl9k18bC4ZenN7JbACGoPpwWLcVcUWp0FJG6GcCv0t1pAgSPuS2Y7ApNfee/Sgp9K58pVLKsWk50W0KdIyf6nFxEJGfelqU6lLuOKYJhWOrsadU8riK6x8FwSBpQYq9CG3VgDHy0guCCX0u86XcL0IpOuowm3JTGBlWhBqesSefYm2jVZP6Cb7LO7h1LxplCmRUqwUFTDiy3MfFkC/5M0u7EzIL26ZuSl/1idiVulFkQo4WgCQJLdUnlKdp7Wz7sAXuvztnaCatdlyuPShNREIa7mm1XSaDY21dpqzYk/O2w5+yd7m9rHqBVIl36+2j/sFhBZ6eXdA/T3Rp8OR6Ou58ESE66q0c9aEhZFAMoXe5xyrPW9VWyeSxa6o7J7bRVuNytuzOCEMHoQ6/t0E/R39hxImbepW06oVuANlEtLWjnVkuQB7ZT5Ss+e39p14XRJ2tSkQk2SaUnqaNUewNn1X/XLW/JCF+GjX/Yh5fzdwkK56k7sJdLJtr1s8Za2cdKOr6aL5fnsEns3GnhWz6yBWT2DS2xkbv3XQLPIWt7b7LPIgkRtQHm6cEyXslKKd0sCtD5zvXB85RhvlHwz44JVG12fmiBV6GiewXH29rsrW0D/1v1/g//XVz/g/vUef3SER9coyWCV71phTVtH3PnS/2rro3YZuUhGIT56wr0nD5kffvc1/+2PfpdD6vnP0l/g3ZtXdA/Cw+2WhxcDcXCctKOTyL9x+Q/5f/7ar/PjL75PDlYZ7e5doUWbG0La6tKu0IFeRPw20vlsCuSnDk4eN3nyRYJgHsreZTqfjN6cPHPyBoR0WUuqdoLtk/asr1tg6jypw1wWTFE6Do7xBYwvjU7eRMKgJUTr80xJGsZB0M4jh5FwzLgxEKtQXOGTiyhdSJx6bcnNefZMnceJWXHNxfNbSw9+9QI3AC0NQFeBOffo2byztpvqpe1H2LzNbF9H/JTJ0eFmm+XaFa/A9VJQ6O0SjU0jc1oo2/Xf52RMHS8GinNuQHiZ9MXL2dnnzNcbpptgDhLB3CD8ZA4I3UPETeYBvQbG7jDjplj2jJJ0StoSilX3pOnFRNNvcdU60dleb3ZvnCUhWhK5soOcImtRiefxPJ7H83gev9Dx7fZM58Wyp1YU3SStKtiUS6AF7msujdZe4PLvFVCLShEmWwUOulBJ1RfL6opDe6Mzn1VJz7L9NHqyNGBswHp4D+DMk5nluFsVlfoZBgIMAEnrb1KnuMnomBq0lee6ITLtg1WXomt+qXau0nqfc9ZGg1+UvYvn8Wx0Q1fomUbLtH7Zw8eVams+p7pNhF2kLwFgVWCtirmaHMxmeTS8dnQPlCqUHVLtv1ZvwHy+0tJnXe6DYDYwWXCTX+K/mkRZBSJP44Fm+9TRAs3uqGzeKPPpXK1cYumPXPUtu6kItRSqvGTzFj09OMabMv8qwC3n46IB7rgt4kV+ec+1D7IdIGc0vXrMtQLdXp+Xe9Qo66MlIKoCeX+ndIfcxHGG95Gb3/ccPnAtqXN6WfqRSwDstFJtq6+30djTppzHqHR3ET9ncnA2D7z9J1np73VhCijkWOaKX65rjeRaG0ZNEJR73mj9SVq/ers2q6810eSPxdO8AOPal97mwVMqfMXYFZn/Cgw3W3963FoSTj1FkKj8+wpFuQIIEsIpd9zOW2NWOKPgVvGx+pqsjsFFbvzhrGf66fDi6IuftSQl94G490xXxuJBFnYEsLggiBC3zvyW92aLZC+wr3E2yqpmTHhqdjAaYPjKX/L/iL/G43FgfLMl3HljKkxlPh/Npg9nicBq1SbRwHS8iVx89MAnV/d8vL1n62d+7/ZDfvyTDxqt/Dvde/bDSPqe4/98+kvkf3BF+Gzg9y8/YBcmnCiX7shf3f6Y/+Enf4//5c13yF+Ewhyx5NZ8AfN1wl2ZkrjziaFLOGfVwXkKxMmjJ093sETaNAiyywgUlWqrPj6cBo6njjiFxvqpwpFLS4UsbgtVVFJKIq6C79WzETfCdJ3J1xHXJWvlLS9IY1FJL3OoaWr1kAaPU1szhrcdcd+bx/M2F2FNq6Jrl8mdxxUwnbNDRYnZWW9vGTkL09iRk5jl4+yQyeEPDh+tPzgcYHinDMWGK3U0P2+g6QaoqyJd2UCxAGuxtVo1LsB5bVHVVEErmwYW4BzKV5v05M4ssOI+8PhJx/EjE5BDWSw2Z2X3pbB5a3uKlgq5S9mq1euxqnhXZlVlCeRNJiZLzFfQLcnYCrFcx6zSkhBVfHK9BzUdGTgvLDyP5/E8nsfz+FMf327P9LrSlcsms9rUax8xlM0+2cabogl6UBPTWgRkVkG/ICiu0JMVoqnHWjV4ed+W5RclPArDe9vM/axs3yjhKIxXzijBIo3SpyKtutuUVAuoy6US245bIW8z9NmOudjBaEMIdl5xm0mdwuyYx4C/mslbB0dPPpkVR60O5M58SnNnQSVJ6N87+tuilHyk2ZlM12bbEl/MSJ8Jm5mL3UjwmePUkbPgfW6VgxoIqQrOZzQK/n0owmVG45ZsDPa4K0mGbD3vlIpNvEl27Ss9fS73TPTrYmmrgLAxFGppHUq16SnYKtXZ0lOoVfm7LwyDFmTUeyCNhaAV/OZyn0SgKBVXGzKJVWTrG0DeOsjVJ4q7rID9vApuV6+px+riQuc+4YzGGG1O1J7m5Jz19Ueja07Xgj9qo2v7CfpHs3mpFRf1QhgdcVyEwtQLCWfVvAKU7Vit0lKrifb3LMmDWkWuFZW8JCkoWjiuvI+bINy5Zh+mTlvFvQHyQuF3le7fhAPL85MXlfL2TGWWSr+wiPf8kg83gRahOC3WYkEyJ3VkMq708S1VZeg04yUzJW9rZQ9XG6tKAyRcqUw7tn5mIzMbWbaBpLkpe9ef3+cdcvJoyKRtqdB1ptQ+IaY9kKxFJHursPUP2pKKEgXemRWXBFODzgpyMiDWluLSJ5zmDW/f9/ijoz8I3WNZc6IB9f5O2bxPzHvP6aVw+H5Ctwl3b2tUdzXy17//B/yl/c94GR7oJfGPd9/h/zD/S7z+/Vf8/N01t5/s+I3+K/7t67/N9Z8/8jc++ze4+JHnYXvJPwof8fPNNW+v9vz5/gv+td3v8b/9/l/h8dMP2rqQB2W+SYSbicuLY1Opziocxp7TsTdLxqBwOTMrJqI1mE1Smjy3D1seQ8946kn3Hf7B4atoXJ3rdT/0C5CGZa9prRe1SquA2vOeO6O1d9uZUHqzgZLEeNKzW7aW7MUq2ynjjzObNxvSxlnyoDfxt5gdThS3i8SL0P4eKL7hZltmCt2QDwH3UJwTZktuhkPRSkmQSwtROEF/n3BzUT8PpgORtq7Y94GKCYm5U7SqsvcGXCtdu1Cvm4DYeogsYmHlPLXz5M6Te9eq1eqlJRzj1hVLMGMhSIY8rpLZnSzMM1eSlKtssCRFySAeFzP+pCamJ0vC3V3MDB9NHMYrLj41gT43CzEv9P+cl6p+3UOlFBBq+9bC6nkez+N5PI/n8Ysc3zKYLpvAqv/LTRZM12owsACr0h9LlOI5umSka/9xo0/VwL9UmFsGtwpgld5Y3Ipiew9XP5qZLzynG0d3UIZb84ecktllzRcFcA12/LmvVL+8eBYHLcJUatXYVsF8cszl3PTFRDwG/KNrokw89KR9oeWeHFlBJbeKX/VrdpNR4o0ab+d3+I4Q90q8SviriRASQ8h02axgNv2ME5hLX5tzar6fzqiX2rLgBqir5ZREIQdlulkqlGlQtPZ7C8hoytN4NSEZr+QkS1yj7hx81gqyM9C0Zhq0gNG1PzVbrp1j3i0U/GafpBbUV2p7llXFtVSD48YooeGQTa1cpZ1LBSzqQAb72YTohOS19Z+7ajdW/bef3l5ZJYhWVfN2TuWcXbQKez03MA2BuURETUfAW/V688be24/aKoBuUvwpmaVLEGLvFouVuQTPnZgvalKqkNnTQNoCSAumc7dQvWvFfQHby7kad9vum1v1TaetkiZZ0eIXe7ZKeW/P9Tq5osv7uiJKttYF+FWpSNcRTmb5ZAwCwMHWT2zOSvaFio1nJxnnMpd6Irjc7scmxELntor0Yx6YcuBV98heIo6+Vbn9kyp1RvnJ/Ipw71DJTDeBeecWgbmNJQ9FpVSrtSVT+sfM8M7aCOqzkgezYXMz9LdmPVXFDXNXnokHQcWZo0CpSIejWW41heZTZt575itl+90H+pB4H6/woyGUm+7AJ92t2Yipo5NETCYadhq2/GR8yT+/+ZQPwy3/9tV/wf/xN/8yp598wPDO8e7ykvd+zxe3l/zO1R/yb138Y37n45/wn7x8CTjTkbiJbK9PbIep9QXPyTHFwDR581MeIrvNiBN4JzuS9HYN7jv8wTFvA5Mo4c6zfbTKtYbi5Vz2xHVScJ24XTNl6qjijEYBzmY3B/iQca4CaVvbtfhct/YKWBLBQSBnZIoM95npwZN7IEOaPafsrM/dKfNVtnaNLDwee7Mcm82yzB0d/iRs7oT+HvxRDYRO2Zg0CUSL8OHetcSAxIzLCtkVHQotApkZNyb8YUaq+FgGZpqGg12HFZAWA7g4Z+C5VqCdtQnErSfuTH/CXAm0iXBCWQeTJS2t3QdqtdvF2jNfvu/WN6P0ceeSTC7tMi6u1j8snlHgcjvyprM128Qk9RvXOy0CZNqVAnR9nbJivP2KLZTP43k8j+fxLY9vvTJdhyRaP7OobV6Vkq2rYFoitotUgF2rhgW1nFFSV+VNDUrWQo2swEAK/XqwgGB85RnfBoZ3kcePreqx/6x4MafiFxoWBdca+JivsZa+tCVTjICEjCaHHPySDCjVvtarVpq1Ta3cAJ1kobv1SxA6e/Sx0B3nxc7EACbEvTK+UvJl5OaDB17uD3QusQsTj/PAZ/eXjCc78JRcE4xxznrgkgrVzldE0Wx+tGb5pcQaNJUNvFlurTPhFSxlIJpKdKp6MNmq8RbgL0mFJkwGC6B+Ok8qQC1iP+v5s2Y3UAs0FZiV6rFR8srJ1cLEmOgeg/WVlvlgVepyT4IFNeFklGlLuEhTQa9g2ior5dhXFXWXF+r72tqptgGItcMz7QUNJgJm51oCutmOqTss/Xl2XNKqEm62Ko16s7RJvSNurcLSrodbXYsgZ9euqW0XMJ06S1a0RE0JLHM5pyrEB+BP2nq/q8Jw3AnxZcQ9eMJDqTBXpe7SI72ubq/9o9uouaaajMiy9Dy2StzX58gv4/CTFv9w8zwGGFykk6VPuo5OPJci+DzjUU6pszXGQ38m4mCU0Tl7Uuu1tir3UyBd/+2Q+wbmpwvHfLGwF+KQOb1ydHeL8FbaQDgIwz3sP0/40dgVolZx7L2U/nxrt4gbx/GVW0SZHE15P25BNgBCd1BcsvewCaS40XG833CsSt/e1sr3847HPODpuMtb/snxQx4eN4RJCO89v3v3Eb9zccEPwnu+H+B/8IN/wL//6l837Yck6OwZ7zr+Tx/8Zf6lzU/4ze1XyMcnTt2A7hJXLx+53p7IKhznwP3DlvmxQ4LS7yb6jZnQn6aOeQqkxw53cLjoja4+CSlaIqlWKvNWm6BZbY2RwqjRsKw3ULbD2m+btSWpXKx9wYnuMeMPZi8FoMmZBsbkrLUIihZEYWz5QvPeenAOOU50DxkXvSnJ33ny0VwrUmmlqkkv/XJApgGfjXXiJmF4VxTOj5numK26nEz40KVM9o5U/O3Xa4JosbYaS/I4KW4q9lZVUKyMtjbkjKwrz1JbWTx5E9DgSMOitG2VeyENjrm0CqTB7Mz8qa49xUc9mpaFOktSV/0TdVJ62MsCWUC/rPu6q+6fSNM+gGU/kgTpEHjjLywZvloTxdGsxbTYvlWat9aPBc78wsu+/jx+ceM/+vxfwOnPvu3DeB7P43l8i+Nb75luAisnbZXeaqVSqZ5QgomI2ZjsHHlb0GgFXwJQFYYrtn5Ce5KG4YyCulF0k5Auo1k4fQy30fNi9qZY2xvIkXsDVnFPqVauer1rnD87dMjWA5qgKXbHrvgGr3q2S6Wygpn+0Z9Zb0kUXIL+vVWbjfZLq6KnrTK9KIFQr3A5M+xmmni1KKlQ8R7ngdtxw+nYt002RU/XxyYCBBjFu3w1cRhn4jAlYaF9bomCSicrOuo0ZfLSWywJ/MFZe3vJmFPBVAWcNeZpiY/letZr1EY57xzsBP1ogZjKUpWu1y6taMVaBNDcwUTP0kYbeJc5E0Y1C5t+Cd6bsnSlQebSqxmk9WS7NQW5Hme2akGdp35kUUsfpCUCkrdgzU127NONAcwWXKn5RPfF09dFA8ypd4WtURJORRnWgtBCN6ziROvkgqOpbq+DuVbNxwB63Nrx5YFS1bZnzQLLpcKdhvqsFQ/2onheFWhltGpUK57WJFgSfOl5bQmQwgJoz3jp6azJKFd6CystHqji7L8Sw83V693WOQ3KhTeQlgutplaUXXmonAgnDbw97kprgLLvRrxkEo6E0f1jUfQ+qWfWRHgiPFZHUmVWo4xTelnjtgCvTsmXiWkWwqFYDGJJqbizuTa8jbhogmWmNF3XDJvbaShVwX6h0mZfkpw1uRWFcC2kjSOUhOvwvlSpDzB/1RcwaAu/HgI/Obzgh9trOkncpi1vp52dT29OBj9++4Kff3jD98I7Xro7/vuX/x/+9z/8V5g/3XPz0T0Ad39wwz/83e/x723/OpfdiQ9f3HM3zGz6mZe7I14yc/Y8jj3z7UD/2jO9SrgLZZ4Dp7sBOXijNSc502WobUC5K606QtHMwNaguNqs6vOsNBfI+uy2tqaVHoPkjIwz/X1i89pztGxEA+K1lSbuFN0o+aSESdq6kQZLhMpxpLud6O9CY5ZYT7B9Tu5M0BGx/bu/t4OZL2yP6O+U/jGjYlXf7K2lxM0JmawdIXeWHa2iXv37aJVnxWjctYUqpZKsLRVoX/b+1ptsfs/aOXDSAHfuPXEfiNvC2Kn91ZQ9pVuxdMSYOa4IOzZQm4ySTpbWOmHnDN0hE46xnA9lrct27I6Fgp7MqstVt4klP4iMjph6+lNZw9Xuf37SzmI6Jsos2lg7llxcVbGd8k+RQHge/xXH/ff++BD59m9+nxf601/A0TyP5/E8/qyObxlMa/vqZuuLq/2z9nvOaKYiBdiMQt5UVFzeLMvZJlUFyxrgiyWYcSsv62LDpVUspVU/rVqopRJYN+ZYBHTdbMdVhaNkgDBCnkwt1qympKkv18pCHqpgijaQKrPgonmY1oCoZsbrcc57SDslbZR0lZAhLYI+WZBSXXZOSclxHHtOkwUpFRzHMSA+44MBaBHFia6ETVz7fU6lIr3aoHEKHe33EhQpfdY6+qIMWzf1osaeS09kCfLcWGjxG13AUb2/K0p/+74C7SfVyErnq5WUCsza+6WFVqyuCNmcgAIm561jKEI2pgSsjdYsaemBThujG1frsDa/aiW7WLpVsbecDJjXRMm8k+bdnQV8rgkhpTtoqbzZ9ewOpW+5BJxAq+TVCkiraqTlmp4JgxWadgWredX/bL+XFiCur3fcwemVkvaJ6qdNtvvVv3PNH7w9NwJSkw+1mK+m4B3unVX3pL19S4xVOzMNNHp/E85pXPiaCCiZiso0qXHlinnyyz4kLXPaAJDia+9z7WMpgNqLdVD7cv+m5Ftrwy5YtTqrsU3G3OEwYN5JblXup/3SADOJ27gjHMDN+VxdPShuE4lbK6f179W8pTcGRlJnSZzuIVlVb2Prae6s3SL3jnkP040SLyNyEdnsJvJkJlPBZ+YxoKPHfefE+EPh8dMd/Z0d4/a1gRM/QXgs1cWd4g6OP3z7kt/Yv+JV98hYspZdHxm3Ztd3fBz4crri8+6anRv52B/5N3/4j/jPw5/nr3//97kOR/7ml/8a2590/Ofut/nBr73mqh+56Cc6l9j4mVguxG6YuN0kcu+hy3ifOTwMuDvr4W7V9n7Ze0y0TYzNtE1IoU1rcuhofS8adEme1QRxec7P1siyHplOAVadDdbW4Ua7Prmzz88rm0MEEyFb4XawtQLn0HkmvD9w8Wkgd6akXR9TN1lbybwP9jwXJov1VwupN4G6ee+bmKEfleFWcVPGH8FNie7ebNUQe093mlc+zwU8V8DsQJ1faNuC2WOJJRS1+JqrFKu2ORtjZ7D/1uDZRT1vd3m6pmh5z3a+RksPR5oYYH+vbN5G/MPUvKobvXtNNXcsP5f1q7UVUVrbDqZU3+51Bo0mUOdW7Vciaklrx7kI+ao6/VyZ/pMbf+1/9re/7UN4Hs/jefz/wfh2ad5lE5dkYCKMypTsl5VqWmm/a7XSlWVqeSMaeAKaGJk6LerCJaWv1s+sNZiAhcPq7fdp0EXAqtAM1S1WStZvLUSsd7Z7xHY1LQFLck2Iy80QHkrVxan5W6vgkuAPwuaNZeSz11ahn/elZ7WH8YUSrxP0JlqDQAgZcZmcrYwg3kRh5inggwUhOZsISk6eNNWGY0GzR7wSQmoen3H25GTv03Wpiac0yzHABQPhiFpPXKkwiwOdlx1dohQLm6WfzHyol+v4FJCe9RM/sRSzD6/31K63gdOlerlQ/Jd7X1V/63W0Y6MlZuJWyIMFZbViXBW9W0W1VH/ijlaJUF2xJiqgLZTvWpEPhwJqC7W7O1iv51por+oDhKO21gHJJcdSBMjipka758OulS5Cemr3InfmJW39zkvfcw1k6zm69Tmunh1/grwT88Itj0QKQow2X1vQvj4kKUHik/c7+y+X/mdd/qZVU56c3lpEsLIOqvjcGQvg65fll3IYMFrPc/OIHhUOOuNV6MQxSEctVFZg3FSAvVHDHdlEyNRz4U98b/ueXx9ec+PObbbWY9bEISfu4uZJn2dJIs2lnaCsE7YWKtOVgZTTK4e6njAq2RvAmvfCdA3TtRKvIgQTsvrwxQOXw8hXD3tOh5795YkPLh5587jj8X7DX/j4S/7aq9/nb/DXSNOeuDM2hkRL+oSDzfV5yLij4+H1nh+9fMX2aqaTxGV34mp34vPrHXM0UDLmwGMe+Hl8wezv+Od2n3P8Xs+/sv8Rf2H4jP/0+3+Bh3/8Mbt/0vHz/TV/4btf0BdaSu8TJJjwbELk8ubAg8/0/XKhtFdi2WvMXYL2HKWOwmZKdLsJX67hPHvS7Bobp7U4YV+lYrQVXrI5UkUEBR08BMfpZeD0gTJ9ZyZsIl1IhJCbFdnxboO/LawDlnUhd6DbHncrcBzpv3osmguLR7M7Tfa7ecP4quf4yjNdmqbI9DKT+4x/dAzvTaAuHJXuURluE939bNXpmPEx4w8z1YqqWle1cxNZ+p2dVcy1iIfl3jW2zbrqrA7yIPhTeQY6aUA6h7oOm5NBbT1qLh5lvamilpUN1Fh0kyVmJZtwpJuyAejgyrOhrYpeHsgGsDW4c0ZBWWopTDQ7X3tvmyeW3K5Y3wTdVovwau9c2t3A+W/olXoe/0zDyfO1fB7P43n88eNbBdO5BP9Q+lrTUnWrw82lh6xsZrkKsUwCqyrJUrlabTQZNApSelrJWjaw8yCw9WBjG+i8L1WO3rLX05VY79dJGLeQQqkqVl/jaFVMDeX950UtuXuoVaVlE8ydvX58AXEP800yldcHjz850iY3ETOC4oeEc7llpq3POZOiSWA7sWx0fmKJ0TLUsaBYr2gRoLEqtjS7Eie5vTdYX6Vt6oLzaqreKySlSUhHj78zuxgLsAUpdlwqQKGEVmqvVZGNK/DU2vOs8li/XYFtSaARo8rNmXCCcHBGSXSmgFrnSPdogeX4QsheGwU5D6bSnXqIW4+LZq8VDsK8t88MJxZl8bj4NrcqcDlOP5We6DJXXdLWm93swqalr1jdotANxvyroLr1D9dguU7hOj19DXYLcHViCs6lXy8He+/au11BdatKrwLDmmholFDs5/7WsiPTyxL0V6o7yz3Qp/es3K+n8UYT7IlCLmwFO39a0mkJKleBfE206HLudgGWKdL+7ldgGHiw+5Y24PeRS3/ipJ5BbULugU6yaR6IqXyftGOcg7WbbpXL7tQq2l4yN/6Rv7j7lB/2X7ITaZXtpJmkmYyWXumZr3Lg58fr0rttYMAlE5Pq7h2ni4Aks9ubrsWSTxsTJpyv4fCJEA4mQBZ3ML1IcDNzcXVk18+8eX9BfOhI16ZcfP/lBf7e466O/PbNF7zfbfkHfELvI3958xM+uP7LvE57UrEzbOt26TXVYM+cex349JMrfnjxml2YuPAjr7YHHj4YOO4GXt08MLjISTu+jFelvzrz2/vP+Cjc810/8m9+9x/xv7v5iN3nwvHtwPGjjs0wc0odWY0qf4odc3b0IbHdT8ToGMfSo7xNBaCZrzRgFmD1mB1IlwvAtaSo4FtCSeBMh6F+rTTttk4kPWf4OKM0n144po8jLz+8wztlnAMxOU6njnjqcHfBPLPjKh8ptn6kbYfrOkgZOc2ITxATEnzZRzO66Tl+MvDutzzH7yW4mgl9ZDtEpimQfrJn+6Wy/yIWHYiMOyX8cT6jcENJzGK92rU1BQfqHbn3aOcK06b0Hpee53otc9GDqGrcyUsB7NoYZpXxVsUSz1gvsiRf636hvs5lipbF0nriT+BmR9h61mJnboy4Q0ZyXvq3obCbltaclvzPZS9s7UXlrcrvW8+0mohnSmLMq7Ie29osqJYJ81yVfh7P43k8j1/4+HbBdBDiYBuiL5vNupdTpTCMCxiDpdLoD876zoYC0CrlVLUBACpYwXq4RIrStFrQlQuVu42SLY4bIW0LkBLr/9u8zQxvlHlvvbepBy6UTldZ64OcgSeEokJq7z3dFIuqfab/5MB/9zd/l62feD1dsPcTj6nnH7z5hHe3e3ywKvF8Clad97oEXAU8p3qRWuPx18G0C9l6rwplVouAiVHHAM2Is9d6n3ElG56iK3aVBtI1erNTSeYJ6+4C/a3R02sgUgO/uLGApV6DDI2+bgkU/RpgrNe/gbYVba0BajWAkYPgxsz27VKhtfeG+VKaQFIuity5oymdE4rtSie4Sdm8y+h76xOsgmMqJjoXN8Lxw0Xwq9q5QLGkesjWW1/nkVQv1AJug807FVnUeaH1HC7iaavqY6ECVlDZFHuFIuJUgD2rQLJb2yexCKK51felrUFVzGpqnbQo1zc8mr9q2i3VacmciR7BAnzXvYZndNOnwWLr7WZRIa508TUQL39fewHX9Ms1mP9GUP9LOHInSIC0EeYLZbc/8UG4w6HMurSLrmnas2Ye80CMnl5Au0xXyspZzRbrVDKYG5npxDVqdwXUsyZmEjPKIXd8/nhlvs4U0KIsQk1FK+LwXUs+tV7nOvrMXFpL9pcn/tzNez7cPJBU+OJwxZfxCn/neeuvON0ckaPHjeavexlOfNzf8dnhik8frvkvx+9xnDrzKPcwXgvxAsYXmbivrCGzHuru4fZ+x5QDXjIXYeR7u/dsvNGaPto8cB2OjLljpOM2bYv39sz7tON1uuO/c/kP+Pd/+Duktzvc0XGYO14MZg11N284xcBpDi3JmbMQo01s8YojLQnQAqarjgTYc6+zY54CzmdycsRjQEZn7SZ1nVhVHc/YO6sEZAXYqTeVaonmQkEWTlPHNHbEhw736AmPwuZoGgZoSQSX9XZp5xB06CyBt858xnIAfcf04ZbbH3qO/9zIi1f3TdV8ip6H+x1XPxOufjzS3Y7L36daWi+jJASt0uzbGkoFzc5Ewmrlufk5e1ol2rQbtFTyl8RjtQV0xSqribm1dbFUqr0lz+PeYoncFa0S7HWp19KmVda1JPiNgevu4JC0ZPgkFw5/ra7Xa5cB1aJ1Ictaqcv6W72r10mCRkp4uuitmD6tpW0l7Pk8nsfzeB7P4xc3vlUwDSybhvC1aqUGaO3MJVNcrTzANjVmoFuCjGYnsqYQi1oVu/a9UjanZBusiWnZsaSNgWcTlFJigJNaFbR7UDZvrFKdO6Mwh0NV+WbpSS2AcnxZFLY7+/zw0kRsBOi8HfCsHoeyLT4mLzZHTnPAi1lYjVtTiqVkpmt/tFG5y3VYX7cVsNYS1EmXrSKCXRujd5dsd/kztxIjqz7T4hSNjjwXMJ7KBY0mBOSmkrXvMKp6eTM3233xo1XVmsjcuGT/07Dco/ObvmCor4G1Cti89bTHoSqywnxpYkvzpVX1JVnftgX4izo8UOxfjHrIaADBJSUctVSYTSzGTw5JrvRAC+GYGd5FuwQ7E6mTqEjvmPdu6fVfBbctweOkVUTs35fr1SYlS0WGYmOVg7TKslmmsKpuFN/TvtC6ixBbEyBbAfFaxchecZWZUQPoFbDtb4VZzf6n9lbWZJBUynXt167HKyvBnnVvdaX11/N+cp+fft+stERWFMv13C7H7NZ//Ms76jW0ZIn5Rd/4A3uXTdsIcOXhzyizJh4181W8Is4e3wObzM5PpDJxJvV8Nr/gkHt+2H8JxLPPrJ7VHqFDSAhjDHZ/V/fVRWN5aFD6F4Y8UnIMXWK3GcnZcf+4wYny0Yt7bjZHXg6PfH/znsFF7uKGL4+XgAGB8FXHYXSE0ZKT8xQ4po5rf+S6P/FffvYx/5v5r/DuzQUbZ+v0dKOkVzO7qxMxenwFtO8D/mSJv7k8lINEvjvc8qp7xImycTMO5T5tGHNoyuadJL6crvj98WP+yu4P+G/95j/h//rVP48OBSjmwMM08PZhx1R6u+vamaJHq1uDlOdFtXxfM0QloZkE/+Ctqj96EiCj0E22GeVeG0g+S3wtXTtNtd+6mJbqNAruNLP/InH8SWC8v8Kf4OJe6O5NKMyPmRysep2KoJwUpwFjrij0XdkXxQBwFwxM54x2ntOLwPHjzItX97zcHRlj4Pa44e7LCy7/cceL35vp3xyROS2iYVVxu7FqjMKdu5VAmLD6WhOotLly1v5AAcbypPJcnp/cO2PqeClCk0vSsSUOyrzOQVsbjz/RdDLas+gxllvJaFd3g9y5At7P1yUTSyt7ac4FOFewv6yjjbld/1vewL5AY6a1pLhbzYtSBGiA+nn8QsczGeB5PI/n8e0KkK0y4WmQUq1bBQhN2IS2sebOqtAugebS8hTq5iRNJdUqY/ZG2lnGmbJBZ2dAuQ5tKFDJ20weihiIQh4yKTvGG/tdeCxU4S34owUd84XRG+NO23HGnSIvR0KfCGIB1XaY6H1qVjX/+O4jEwBT4Yvukse553Gy0ruIMviEF+XBDeTkDeyqBYw5uQWEsOzBpviZSckqHrryFC0nS46Q8QuSFUXEEaM3Ve9oSr+1b4vsTKgm2W4vuSia7qs9li4buTMWoMfUrE0VWumOFsCNV57pyqjs7aC+KZm+PqkSLFRaf+6EuHU8/EAYX+ZCbcQqr12GTtFZcGPAF5Xa1JfkSwOwYv1uuCbQ1eZlMi/UcEp09+ZFOl0apfz4YRF2q33PpwX9rx2IXKXdUd57VeltQLplMlY0RClBW1FyNSC99EC3IEpNuMZPela9Xgdm5/3Ndm9q0qh+Tqsw1yB6NKue1At5AFdUyaWyQ+pnleu0vnfWL9im2dLTrU9et6Y6Lrmf82MtfyCl6mIvshf/qlC9K6tFks3ti35k78YGpL0IHmHWRCaTUDJwnzfk2ZE76HYTF7XM9mRsZGYj51uAQxgkkLHKqkfNn1khbpwxg8o89iPgld1mwhUdh5ud0bO3buL3Hj7izXHHzebIx5t79mEk4Zog2EU3MmxnxqFn85Wjewjt3p5OgdfjBVs/82p45PrixPs7U+QeP06wj2wvT1xuR7bdzJw8SYVxDrx7MYAG87hXYVbfqvOdSyR1HFLPQxr4crzkYR7YhYnr7sTgIm+nHQ9xIKnj4+Gei1+/ZZ4DKTveHHfcnwamsSMnMS0JsLUzySISVb8KaBJiDGh0yMkq724WhneWkIxb31orTKdjtbDDQodeP0O6epbL4yIZwqi4U0QOI9svjtz8/p5pX58l02gIo7aKs5+tzaWuBW42f3CJufT4eiTnkni2v5Fs7K+4EdIu0YfEnDyv7/eMP7ngxe8K1384Mbw5NeDdPJ5L33PuF5uq3Ampd6t1TKhuBVDXkjW4Xq4B1CTjcnHUG4iNgzF5Ui/MOwO/NXGofrUGZYsl3CxN76QxANr6owWolkR7Aa1utj1ZndjGV6ljYL+v4Ln83FqnZpo94to7PHcrtpyALycZs2taKGc93nWp1OVv9Em71/P40xv/ize/xav/+HdJf/xLn8fzeB6/xONb95k2kSdhfFlAclG09CdoVby6aSgNcISDge+0gZQXZeY6GnASQSbsTEXLhlrQnpbvKz2qVj7Fqs7bLxzZO1ODLiqeVdBpvoDjh2YFlW5mwn7G+cx87NDRIdtEv4lnyppTDLw/bNn0M4NPzNmRcrGoiUYXTGXDVBXmbGqetSrd+pnX4lsVs7UAzl6X6wYdXQvSpKhyS/lPk5iSuVrv9DyVXr92EcvGPAsyO2SSxTd4FcBRKcda2s/FqJabd1blhUKXu/DM+0VBdU19rsHNumLZKHCFaryuoEq26na6XCzSJNlxEsGdpHhyL5/jip2ZCsRBSFvXaOO1506d4KZE9kLemEjZ43c8979u99/NsP1S2H2RTRF2RTd8ChrbeRTwbLYyusyzAuJzb32KZ17VrEDxupJS53kF1PMqQVCDrFUepL5Wcgn2Vu/bRP1KUBkOSjgaiKvWb6kvvfPQ1MHJ63v/JDO/ThKwAOaWt1lX7KtH7VoQcPW1AoZ1BUafzJFf5uEmpX/UZvvWewO3YEDaAQklUWncSlJju5DMB3gYIhuJrWca4DvdO278gQ/diONcfKxRvle/ezz2fPSYSxKLJgApCXBKV1pSVJRtmPn1zRs+7m65Cid+r/uIU7ITiOq5j545e5xkNj6y24ychi2IY3hnz3TcAKPn7bjjg+GBwUc+vrgnZWHaBLg2Be3Op7amGpU5kGdndlQzTPcdP3p4aUyL7JmyJ2bPKQUOc8/D2PP+/R6dHZurke++uOU7uzsyluD8vcePcJK52ozcqvB46skF1CCK8yAuLwlLaHRugBSdAeiDxz+4YgEpbZ0zJWtzskhbEyWrlOLW8rICjuskWfObb73SJXEsBpplnHG3By7/ENLgiRcd440ne5j2rrVTSYTdF1alnvdS1pTKNJFCtzanB83ZkmrekbYdcWf3/zD2vB078h/u+fDvKZc/O+GOxnjIu548eFLnSs/9iqJdk42rRKKdDNaSpTU5Ld/YFrJ2LKiVa1tTXbtmVQgzDyysHgrmTUsLWd0fXL+KOVgl/uo+V5YqE0tcJ+RB2j6gJaMs9aFCxTXl8bMWnrC8v9k/1n3o7LFsMYGIsenOnRyshW392ufxixmfTdek12++7cN4Hs/jeXzL41sF03EDoZPm85u22fyYk/0XDitwsC5i5kVIyU32unmvpK22LL5lp8uGOlufaO7VhL0cNA/q9p8is8MdpdC31aycinewOvPPTBuI+0In3tjO7DaRfpjpQ2L0mbR1eG8WKUDLKKtahnksfXZ5teml7EjFokpVmJPn9lAC3ZUIyVkBr4ImlxuATtFZELeuLEuxz/IZ55XQmaDZPPslo7ou2pbP0iQwetypiNSkJZig9s36iniXPmh1Rru+21nQFvfavIINiOt5ldgVOngCV8HWCjC23ttkol4SlXDMhINjPvoGpP0ILpaAcKL1BFZLMz+ZCJIGS4a45M99jwUI4DvrHT7deHZfRbZvMre/5YgvIuFdIByVcDLf7RSEp5WSNmpABq1SG9fBkpRAr18lGFbXsFWQn3xtbyp27c5o5XXU81kB0RpY1r+tFHyAvLVKU3ew58VN2qjx1v/Nma2MmwpQLsmBegytqFyevbVF2frczlRt1weqmJ5BrSDJOoFSLGd+RUb/kBnGmew7JApBEl0xK06qjeINBqTBHssxd0iXmV4lfuPqjp0bjeYNzBroJfGRvycDt/nETjq64jNdfaszykEnPo0fMx96chDGKyHuFV+8nq26aZ8fkyX+5uw55J73acesnq2fOSWjbNvnG7ANLuEks+0iDIm08ZCF7qG02YRMUscx9cRy7N4p3mWCT6QsPJ62LQGYokPvevp35ibgJ5DU8aP9K7662HN43JizgQpMzpwHDo7Nva0X003gM1Gu+yMbH3GivD6ZKmGdcbX9xQQgkzk3ZGdJySy4oDhnrKA8ehgd/ujwRyE8iqlAr/Q//MkYOzWh3J7fOtdXFcbG9JDz9aq9QkrCcijK0t5BzrjHEXewhFgaBrOJ6uwhrS4a/X0ibh1xY2DXEsbLXqPe2TpTXTSCJ+2CHbODw2FAP93y8h/C5c9GZMrkwey0cu+aRkUTRhTzqF8nCCp7R5K2PaACy3X1fQ02c3ViWFkA1utS1eaJ2oAratffPme1r5S1y0+Q55UF4axNI6Apb7cbYu+TemMZVJq3xGzWXjmDk0b1rrT8tXXhWdLU0dhHfipratEvgfr96rOV0vJi/+mv0Lr4ixrTf+9f5d/54H8FfLPbwfN4Hs/jedTxrYLptBWkN0q0ejXP5VmWwPyJOFEVSZJIEwgRAaJlr02cbIVgagBSwFbrTc3YmSvIJLjZGWX2ZLvVeKMcvqPgMq7QhP0okCFeZuTGrExyEvLsyafA6I1eHUJqQmEtk7xKYucsRLHqaSgK2SkLfqWircpSASnn6IoKdqMPgiUAVju8iFXpc3QrkEJRkzWhMefNGgVKpTvk1jvdKixZrLo+OQNWBaCe0crXVdRaQVgdy/GThF5Go4ZHE9RxB6vO1CBwTeNr96xm5FdzoFUUWjU2IxNsXnvUOauUranKqQSqB/MBTxvrwXXjEpTmIKRudeyrz1VnNOfxheAnvwQ3o2P7udDf5yL4Jatr8GRyVyBYqiqpXwfDqyB51YfaQHlhEnxjgWH9ORVoFqGidu3qMT2p4gAlcLdqmDqj5+fOPMw1KGMTPhLCQejf23XPnf2HWnXNTVosys6TCLXaUp+7FvyvEgJfSwrUb4suwtrruya6arbnKQPll3mEh5kwRPxs7QpfHi75NL7g0k1sJHGJtkp1Wk2MnZt48fIB/4Hy2zefs3cmADXj+Spe8pPxFV/1V/xw+ILv+Vte+omdCBvxOEwRfNbM+5z5PF5DEo4vHdMNpF3CjfYchyPIg+f+ckOcPfEY+PHkgR8anTpXEJxx3UhGjLa66oe46EfCkMr8E/yjzZf+0vyc301b3pz2fHF7yfF+QLxyfX2gC4ndMOO3I5tgDKCf99ekw761BQHkh477Y8C/D3T192U5czPNDi8chGnsmHLAiXKMHWMMZBVSdjhRQlgeqJScgebZQVHoVhdJ6siHgBy9+a4fzfEhnKxFyM12fn6G4S4RDhkXQ9N+kCS2H5ZnrfaqA8saW5JUbbQEctVXcOAcFBsrcsaNke4+4MeFTZODmB/zlMlXvvUTzztH2obF7xngCVhLvbPWmT6RZsfF58L+8wkyBrS3njQUxk855hyMgWNrkQHqpqtQhMXO9pGWOJAl8diVanSprNc+6fraptGwSsC6vLCSjClTktPVD7pcP+cstlj7eLfE39M1p+L89dpXQgxiQuZoFO+cIYqJfMa8uBWkUhBYuT+0fagmR6H5S9stsGT7ep9cs5S+iRX1PP7Zx+N3Ov5i/wykn8fzeB5//Pj2K9POqol5NrZ1tekAmm1WBVQWyNsm1B3UKmb9+caUV+qZIhQKqbJGnbX67U5COEnLWKs3j0y9mXFdNlBbbKXm0SN95ublA1cbC07fHbYcTx0pepyobXQsNGznTB27RkSt5wnrhWrfu6XynHWpYrfjFcWHZAI3nOOQCrDb67WA4dXfu5DxXSpVbwsEc6qRhx1Hjg6dLDCUaFWRRtEtNPh19TOXamHd+F1cqGcW6DlmF5DJAspabQHQQf9IQHQGKFdf66lZr6YFhxefOyAU9oABWz8qw51VrqsarJsAZ2DaD+fBWhqMYljjezcvPcg5wON3HXEDGjK7n3r2n2ck6ZnNVfYL+Ks+putkTgv+ZJnbZwGjLID6zM+3VEQq1bvR3kvw1OjaWVGW42nBVavm2HNgVi92AP5Y3k/1rAdZQ6WZqiUqJqv4ryn5a+/nei6VEl69yddWPWfJktXxIzWAfpKJKHOvBdN+NQ9+hQJGdcUPXaC7Ez790Qf8e92/zu+8/DF/cfcpv9V/zodupBOYFWaEkwZehgf+1Y9/yuAivza8pZPEjOeUe17HS/7Oux8w59/gt6+/4M/tvuCTcMsPujd84g90AvfZ8ybvOOWO1/MliDJdw3y1MHskKZv3md3PAwfZgcLwzqO+4w++2JkNn1fcxcyHr+7pXWLjZwaXCAJRHUmFXZjY7kYeNgPzHiSacvn17sScPX/4/iXv3lwi7zr6gzC9Srz87oE/d/UVnWQyVrEH2IaZ38/C6bGDaeHJukePP7HoJ2yUtM/ETpmTIJMJqXUhMSYD0LUHO7c12qTZapJzngL5oTPWzixoZ8lVAH/vrV1iFvzRrPq6R+geMy6Z53b3mOnuZygVzew7pkvBbayKGzs9n+t5yZHZj2oaIGV8TYcBIJUKqQjuONM518SygDK3zoGqMbBgugr4Y0RiefCSGrg2FUxTwL5Qdpcj46lbiTs60uCIWyn+zvb+tRJdtU5MYXtJjpnrRqGv98uaYW1ZJZH2xK3AHpLla/U/rwkSe4Zoqt4apLCibMlJ3QKo02AaEbk3MdG4E0vEbnWhkNdrXQFxpohAKmQtLTxrdF1EyVxZn/3iDOGitULFVJOaywesl8Oc7TnJxdLS1kxdEsxFsZ22T59Pgefxzz78pPzdcVGi/36IfOD33+IRPY/n8Tz+rI5vFUyHE4RIoWkvvU81oNdVQB2OtnlUj1pJRUW7ZLrXwBtYsvXOAiXJEB6Nrtw9GIDKgxK3VpVrIloCOjm0VHJVtNhJQVURfpx6RJTgE8MgpFXFwrlM57UAaQPCqYJIXQB1VrN/qVQuLRWQ2hsF51lpAHG5qI8v4BuVos1l1lm50sJcrcJLex3Y5oyqURYVq0bPzqrHJclg162Aqnruqk+qxlLugdmI+LFk/4P1PXb3gpu9MQ6SkAazBNPeBNzcVM6xAkZWYG0VR54BsTpUkTmz+fKEP/akrWO88maJJWaZc3xpIDuclIufZ+tJBnClAlQqJU3JtcwdyYuNVTgaRXy+Vvr3jsufmt2MAfBVEFqo0yrFN70Gh6WCsKY3ryvsZ5mRp4HwKrA6uy66+vvVNangv1FAa+WmPEu5KmW3/mRZ3qO8p64+t825yg5Y9yqXz89eliC+Al/5+nvUSkpLGDTxHDlLENjfFmZKtZir/rwrldpfFTwdLwP5VUcahP5eufy9wB/ef5+f/cYNv/+dD/nrL3+X39n+EzaSOKnnfTKBrg/DHX/t6vc45IGNm+nEKqazepJalfVx6vnJ4QUZ4XV3yUk7fP8ZAH/79Bv86PQBj2ngn9y/guiIu+JK0GXma+HxY8/uq8TmjZK9R4Ot47A8226G6cZzv5v4YPdIVkdWe9gNqDp6n3i1P3C42XCMA+MHkD+c8E5587jj/bs98rbDRVtDZBv53v49f273JVkd92nDrJ6swsvhwKubB97InvnQwyy4oyfcS3MfkCI0Fa9geHXE+9yo4rvNxBgD0TkTfFqtyXZmNuYpkO47wntP9yBFv0FIo83d7s5aj8zBQBlule4h4U+5VWDDw4Q7zWgf4AjDrUOdtzaKWc7zS1UzYrVG1BYfdAHSbjYBsqqNIDGBmOAXkynAS+ebmJiMwfybe/+15KVZbHn8nApgzDDNVnGt83OnfOfikdfsm5tFbZ+yRCZnD2sVX6xJgBxo1pj151odr+vS15KMSzahuSM0MbG4vE6KxWAVVoO6PglSWkiqq4N6a1+IOyXvEhKtsp+DknvFHwv7qbo11M+KNP/s6uzAWtHbKGb2wc4TN555Z7oD5Fpd15ZQXa6T2v1OBqRrRXqtldIq2LqszSKCos8CZH9C4/o/+Dv8u//Zv9V+/vJ/9Od4+y/ns9dsf+b5Pv+3X/ShPY/n8Tz+jI1vFUzvP00Mu2R+qsksp8QX/Nbp4rWZob9Vwkl5+IHj9Mr+bfPO/FbbZpoxqyyW3/kR3KPDjQWM9yZaFndKvInIkJpVic4O/+gg+gaAZSqbb5fRJDw8bhCndF1iN0wEl81bFBDJDCERfDK/5nKeyS290M5pExJLKogKvtKuZQHD6/GNgiIFIGumCZ84l/GB5iVcKbLi1VRnoyPOHhW1int0kASJdv5LD5u26qM6XXr4xqK47i1QDA/S/KRzvwQ9khaAmTZYYiIZXTwFbZXuPzKFLgb+XLb/cg3KnPUX594X5ehM9+5E/1bpHgYePxkYr4Xp2gAz2QKl/t7mThUQUzGacquSJpq9lETrkzt+ZNd0eKtMN4sw3nSxBHuVLn4mpFaPtQLMdW+wWHz1VMm6/vtaH0DO9+yz/r41SLeqifXyp7783i16Ae29698lMUC9/txyeN+IUlflsDPKfe19b9XpAgBEm1Bf/fuln9EuQhP+Wa8+T5MJ9diSJcPW1f5flREHB5cOyVbd7O8ts/Kw2/EPw8fsw8Qr/8An4ZaE8FW6IqnwUbjno3DPXZ4NwOJI6pjUs/Mjv331OceLnstw4mV4ZOcmNjIz4TnljndxzxfjJZ8drvnpmxskSgMeEjJcZe5+S5iuPcM7ZbhdEjm5CjhF2LxVXBQO3+uba8H8RFmpd5EXw4Hji453IZGSo/OZu8cNcQ7o7NBtJg+Zbjvz4vLI1s+MuWsJgjEHYvZEdUzRE8cAsSS7+kzuPXrirBWEKISQ2fYzo88I0IVEUiElz5w8MblGVXdlos+zJ953dO88/XsDzVW8yo+2pnUPMNxq8T+G/i4RHmZczFaJVnCHCeYIziHB0d1H0uCYL6Ql42qScZ18e8pOWa8bUCrAKVMVKLWKcWVFYzIqGBTq94zOVqnuDhl/csbgmVdrRwZJqWgjaElkRsIh4SZP5xPbfuboy2d484VuIHZdZfUG0lNPYymlYVk/n6r0t/aVmkQse03Lr66ruSW53pKk3tZ40eIUUsB1GpaWFQ1qIpYbRbcJfzGz7SPjsSPNg62jvUIVQ60J0qdJTbXkgelXlOu0uubinFXbvQnNTddWBKhtLfZaKT7T9nNLwK7buuptrh9ePbnra2sb2/P4Exk6T6Svvmo/v/obX/HqWzye5/E8nsef3fHtVqZHRTYW3PT3thFP3jaW7K0S4hDmSyVthYsfYz1Z24wGf7aRLBlpcKVC4EcL6nJnwlPzVSZdJaTP4BTXqs7lTfpMCmqBWMaoioNV89ymKuaayug8e45i5fCaMU7JQWcU7hp8ZRUD1qXKLKJ0Pi2+kRjNO2Vp9hf1tU/p3m2sqtdtI9XSxxeNDxx6o6lrdjifrVd7DFZ1L6BKkkDpj23vVeyt1huzPzn6W1PblaicPjQq5nylDSS62frZ+6NRGnMwQavTBxZAdHcmwDNdeubLhZK4BqJnPdI1WIEWBIO1BkzXgdA73JTp7ieYE/5hYv+p0j32PCbP+FKaX+i8XQJUFQNxcloClzpxYumtzg6OH2W0U7o7T3iEtIXxShaxmwoSwzJ9lmQEC3heXdraK97wxBpQr/5uDYLPgiNXEk2ViVHAi5tLkFhs4da90mcK6WpCdC2AWzE/vnE4pVrVrXsEJYOfq0CZ0Val9F/Xc/FTZZmUQLlWlss5ulmKcvE3JI/K561p5FKTFavT+WUfLmmzgfajJYTGa9MeODwM/OHdK/7h9rt0WxMmm9UzaeAub9jIbP3UxVsabF269ke6TWLnDIhv3ERHYuNmehJZHL85fIVDeTvumU4mfpY7hVDWhGy05vGlTdDhvdId7V6nuYrULdZ4h9cDdx9suOpPxNLkGlyiK70VGx+5Hk7MyfF4HMzSL9mc6vYz/RDZDRPXmxPX/ZFOMvdpA5ig45QDabWWui7jhshmM+NFuX/cMH6xMf2H2ZKA3b3w+HpHvDnR99H6ukWLEKRjjJ6UnCU/pVhsRc/00NN/Gdi8FrPFU6umihYv+wjDXWbzLhm1WCCcEv44nwFSuwhGs9ZiBeXHjGRjDNXE2VMQnd2T9QHaOrPWXSj2D/aflvJlthYV9bbukzISE5ISm68CceM4vagiYTQ6uPUfl74pV/rgT5HtFwM//uoFwxANoPZ27CZYuAhtqYNUfKA1FFtF7DxySbSd7eNPEo6tnahei9L3XK21qGJi5fqkjTBdgqj1QE8vlByUzWt7/XSlZo2ptmbqJiObRAj2Xx6Ese/wBxOXM5ArLYG5PiagVeF9SSYIdm3tIZbSN53b/mMaFTQGR+vtni0ZUh0epPiXA0XnxBEzLMqM5+uFqJgQ2a/KAvk8nsfzeB5/Rsa3K0DWC2xt43VR6W/NlzEHYChgJZnoV/zuTHjclIqWFl9nzoJ8N1q2t3tYgo+0gfGVMt8kZBvxwXbltZ2J1EqeYIJcQaxvM2RcZ5uiYKA5R7NTQiFOvlmhiChRHYfRAHatTqfsmIvSbc5SY5HSJ63l+2w+z9mR85P0/Ep8ZJ2hVpaYrP4+J0eaHeIU3+dir2XHmUePnPyCzRQ7xzXFugLpShEH3NGx+cqxeat0j+ZTmntP3Bcv7WQgursTtl8p/UM2SuOUyV443HXMeymgC/wgpFXA1D57dVxPxecquKpV37iRojht2X7rsVX8ccZvPP2D+eGmQQhHxU/mBZ6GchxFCMefqt8qqAhB7RxNEVfRi8h07fEj5AHiXhZl6tV/sAD1RpeuwHi5hefAef0z5wFjEyWrAfKavl1BafnZPtd6lRv1r753oUzjtAWcokIqiQU/lWetHnSukSJ/9FCan3T1gnWqpN4Rt5YI8ye7tmkoIm+ra/A02fC1UR7cpVpV5uQKRf+qFF+MTmrXuDtkwiHR3zv6O8dp6PnU3/APd5/wIjxy6U4kHL1EsjpOdGStVVV7mDyZjUx4l80aK9zRk9q/Z3V0EvleeEdSIchvoKNvLAINBjjzIbD5ypO2yvTCbmT3YK+pCvHZwXhdgNcRHsced7lM+PpZThR8ZAjRcEdyaBZCn9huJ663J66GExs/W3+1n3GSiaVinFgWj62febk90PnEJkQuu5HgEp8PV3wBxEPA3QVL+r0X3Nxx8srwKpaEpiMmq27Ps8c5JXgD2jE7prHDvwts3gjDrZ1LKvsUauyB4S5bJfp+tl7cTUBmA7HkXEByBYKC5IyLmTSYDZ9ESwJXv+F1i4fdTMPFyySh0Ze1JL8aiG6vsc1NUkanGQl+AXs5I3PE33qGy47xylS6Uy9lPauAulS8oyVA/MPI5c+2jC/3PLxKbDNMhUUx74wZ1AD1irZ91hJSzquKJ9b1vTJX2h6wevZd6Xle6yloYbPFnTF05gslfjDz6z94zcvNI+/GHT+8fMPf+uzXOP3etbW+dCZ42kCpQoqeuZW9ob91rYWpVsUr08af7F6HY6naA5Jy+96Ou23QVt0vgLoxkPwq7hC7BlWwTT2IV4LLJoDnSoYF3xItFdRnZ3ZZtXVGf2VWyOfxPJ7H8/izMb5ln+nq8Qtxa5uBi0VpeCq9Y0WZM5Tsd39rwfX4KlsvUyz70GRB23wF48sF3KSNEncZ+kJ705pgV3BqVWW17UccBrSTnPUd1SqziFWKa9VEVcjJNr1aLR5HU3kNYVHNjtETo6W1k1o1ZRAL0qS8f1cq1Tnb35te2iLUdbY9iuJdBU+CL58Vo8cFUxKP0aHZkSdfeqJlAdA1OFlVHHF67vdrH093L3SPcPjIaNq7L5TuQbn4Mah3ZG9icN1jNsuoQ6K7n3HHSNp3dIeAZDi9dEyXpaLaaMLL92fBVv2dttNtqq2VZi6quJSNxpgViRGymMWOWELF6PxC/6jkE8Qb6B5trlTaqp9oFOVwhO6oHD9y9J8c2G0mbj/suPixtQmkvvQurq9buyfleEsB52m1d027bgFVo+Iv96P2YFcfWA1FfXf1MU8rUjhKVViX91sJyKErQa+kjZIbt7UvfrnOWkvCNc6s5/nk3qzvjyvvOVewlA0M5KKYj7L0G5YklwXBupz70wtVm0JXVbg19fRXZpTkhT9l/OPM9itHDh3h0XM6bPm77nucUsfHm3uuwpGP+ntehEf86iJt3IwnN+C5cTN7NzYgXRXBLVRXkIgXZcpFTEBLL2y5X+Hec/FT5fRSOHw3M10bc6MBpzKXJYIr6tRdSARX2T2OztnPnWQ6hI2f8S7jg/2324x8sDvwYnNg62eCZDtWUbI6kmg7R1fm/dbPfLS956o/ESQTXCKr46IfOVwceR/3i+5GATNQ2msUxrljmjw5m7Vh30f6YMc8JyGdPJs7ZxX3WkEsldZwhP5BGd5GwsOEf5xa5bRVn+stLWKYMidTfo6ZeLFn3huH2Y+2duXASuzPLmplt1D6jzWsXAVKgquBuNqzW4F1TNZHHXzxPK5IDqNuHyOSTGsibgTtLIslOS/vlTOkhLs/svtiy8VPNzzgyb1pVbjJXDrS8PU10MU6n8/Xj1bhLeuFm2niXm0IplbuBC0tLRVIp8LI0Q7m64S7mLm8PPE7H/yY/8mLv8V/8O6vMLjI//iH/2/+5vu/in/dN4BvPceCJkd2ypTNqzzcenafKbvXCTcVhk75m+xL8v/O7nULKuo1skl1fn3T4n7QEuRudW5F8yINtu7V++yrDVt2ZBFSSERfk5+09V5rQlSWNrLn8Tyex/N4Hr+Y8a2CaSolSa1KPV+UjLRSbEXsZRIFEZpyt7/3Z5nZ2seUOwvo5wsttKlCT6zVw9Kv7EPCF1uq8dQZcBYQMVCqOCo2ORuiyErQpFWKCwB7LIC6AADG70lEQVSof5KitwqLCuLsAKuStjhlmgKbLtLX3upSwe6DcTpPxYfaudwUwsEAstHAoesSvmSt67FIvShZiIUq2fqiK627nQtnVc6vgcNSxZRoVcYwSANRm3dpEaopv/djJnfCfGEVls4JcR8YL531pVVq3zqQWgG0db/cGa0P+94ljJqYTbRmuiy+uLOposqccaeJ/n1H3G3ws7J5YwJi6kyZ0xXKnp/MMqt+VhXOqlXkuDExolf7A7cf7uCnW1OK75fXlulw3vdcrus58j1/zboXslVVauW5w6omjjZnleX7PwpEflNLfaMiYqDB/KyVPBSKY0G17ugIhxKktqgWmn91BUb1nlT6ZalK2zxavFlVYLoplbd1gqRcj+Y77RdbnPU1a4C+AXUhF5Xa9bn9Kgyb20rqhOkqkIMlfTbvEn50+JPjEPf8vfe/xt/fRjb7iY+uHvju/pab/ohD2YeRj7s7rv2BTiK5lDYTQkLa1Ko/19GUrB02X6p138kz3AnDbULFEXfujKqvApREiYhY68H1zIvNkaF4S8ds7gddA7zCPkxcDqMBalEu+pGr/sRlGOlcMsAM5CcLVVYhIzgUJ5mhAHQwT+tTsi3uYpgY94HjtiNmJW1MDNFvkvVHj50JkSmEPnGxO9GHZHvEHBjHgDwE+lsIR5v7WvvItd6rjD9G3BgNuE4ZJ4J2q8Wt7kUxI+MMc0SdI259aSOpF3J5rRYA1/JMFWwpTRvja89E7W/OakCrjhgN6AXfwF5V768sCMpeG3eecO+RKdJo48EbYFS15M6bnvGFZ7pWpiuhu1/24/P1Yjnu9XrSqtGRpnciWsBrqWyn3vb2tKGpbee+zMk6HaoWxJARr8To+bvvvs91OPIHDx/w9rTnk/0d4rUdU5u3Ao2tdvKE94GLnwmXP5sZ3pyQOVkCJLgzsUSZM65cG3XWb24AV87uQU1uuCkZG2rVktbutZhWR9xYgnc9XAPLsgDlsm5+rUXnmzaD5/E8nsfzeB5/quNbr0xLZrEdlYUm2Po6C91Lqx9uoe66qVTeSmW6BhT+VL02FxsXq9SV93MZ73OJIwxcp+jQQpfF1d+X168Cka/h65p4XgFZKZtZVqtu13BVSwZcxKiMY/QNPOfsmJJHVQg+ceHNo7WC5XEO9rM3Orj3mc4ngs+cZmGejUKekycnMRBd/9PaGy3LBiyc90af3RQD0SQsCdBZZXT3RSacrFLuT5lwSsz7gDrHtBdCL/jR+o6ny8Cms5/9pE0ETB9KP5sr/bIFmNb/ZE3nrZl3VuC7BA9a+rFRT3fIkBXXObiP9D99g4YPOX7YMdxarS1ubM5ItHPxo9Ezl7lnxxi3AI7NG+Xtz67h+3BxeWLeb+nvaIrx3zyZOa/4f9NLSkWW2ifezkfPqN1nti/rCsQ3fCacB9K1J1ydzWH1VoHOG2NnuMFK6zp6wlvP9kt7Xqz/dTUyNCX3+hmrHsY1Db9SE90kuHJf81Co4LEmLZbkhQXXYmwIPX+vs+tZEw/rQHxd0folH27MuEmZLhynlzZZfHFqMQEl8Eehf21ZmRgGfrq94Mf7D3HbiA+Jy/2J37x5y6/v3nIVTnjJOJST9qTg2LvRnAAkM6vHoySEQx4YCxDVslaQBZkdfobTjWO+Mh0EkFJVA/HlnpbEXdoom4uRfTfiJNNJxpeKcHAJT8bLIkR23Qt9qVoPq75qWIC0vU+pcmfHmEJ5r0XkLGbPKQWienqfuOjuGULkR2NH9D30GQkZzXB87MnR2mP67czlbmTbzWQV7see+7st8rZn89rZOlKe8coeqUDR5nZu4AkMNFP9htfzfF3FDJ40ONJGmg2TMWcqbXv1WRVLNWX8IrpVwLZK+cyi5F2TIOodon45tlXVtH3Ntl5bEloYrzzdbUBO0UC5KqIO+s6E02Kmu0/07+3YtVhWWQVWGkvhjGW00r9oubuy9ttcgxQKTbyIg6XehMC0aJ3g1ZhhRTiU6AxIO4VZSFPPaeP5md7wHx7/RcboOZ06Pn9/iU7OEuztIQO84qsQ6ejYvBE2bzL+lFq/s8sZJiltRSBeTLk7Z+s9l9x64Ftvea1Yl/vtjrGIYTqrppdkQk3itv1glUhNaw0VrNWMJNZ6UZOVURrjTAXi/KRV7Hk8j+fxPJ7Hn+r4VsG0BSC24UguCr+OJq7UXhOFOHvqHmgVQi22JOdIoiqR5rI5teB7Rd3Wsgu1yrE4yM6oXt4EZ8TlZR+svaRr0Q+hAfJWEa4HXI4FpflMZ/UNPCBG/Z5iIPjEOAemGBBR9i6z7Wbm5JmSqYpnFVKyynZVoPUuMydXQLRrVld2gSzAqAJjtXf2G/uinwAZUYFo1xE1n83H7zq2Xwl6p60SEw6mwh4HE6yZneCrempvTAM/Kn425VIiRledjAKcqvp3rWDUwGJtgbKuiBbhnHlP8YzVMxCZe4/bDchXR8LjjH7SN8pcDnY8brYg1M6NFrjW21WFtYa7zPHTwOmjjo+v7/npi2u6B2fHF5fjOqssrKfhN6h716+5UpvX135V7a7v1yo26yr9+lrJ8ru0WdoB0s6E0ySajzpgQLpaTKkFXv7Ws/tc6O6V6VoaaBfHQvWut2ItCrSm5ddYPCvhVER61O5PY2vU9131ObaAeh1Ml3teEz3q5bzqUvu/G6r+5R9aLYS8WQfGYnEqEXDFkeAqo11GRnMiCI8CjwEIqIN3ux23H+z5g4sP6EKi84nOZW6GIx9uHtiHketwZOcmnGR2bqKTxE/GV9weN8hkk1NdtjkwG2g7fSCcPsyF9SGF2g/aaWO8aKe4y5kXFwdCcyzILVfksR7sWT1elMtgmYKwAtBgNO6qAt5JZnCRThLj6gE+lub8rI5D7IjqCZK4CNY3HbPZZzlfnoUoaPRLO0+fCcPMbjMRfGLOjvvjhsfXO7Y/7ehvl2RY6ss+sq4iN5DrUO+hA5mLety6V7okbE2lbZngfsy4yZntXmeV10UFH2ofbX2WbI+Tpae59E3b82ZUbHv/mpUWNHiq2rTEhIbl33CCmxPdURmnhXKc+/IaZ+uGemftTk6QOREeI8NtWFTIU6Uy69eSZCrSEoO5oyUeczDgnH2piG+VtFV0k6CwaMRra3GROr/W4qFlPXKPvoB7z+kDZ2J2GXOvKPuidjVAqBff3DlUYc6DtQEFYXzZEbeecEz4w9xilTZiRlZe3qgztfTg0fq74O0+5IzMie2bZC1P12b1VnUuXKneu7leD22sNSdQbS1CyIyl19qP0N07S5ymcm0dJJ7B9PN4Hs/jefwix7cLprNRm6qdigmv0AJ3f7LgI5yE/LYnPBp4rkJj9iYL4FhndNfBvnqlInHza1S81+a/7IKiLhVLKVmyxd9QAqsq2s7ZRicu45ye/d65TErKnAOhSwxdZJwDcTaFWM0GjsdmqWV/I+V7VVP2rhXplBaPyRgdR7pGAU+p0ryxqnR0MLsliVD7s6qQU+kVt4tRqoVNHYoFrHlQb1RIq1ALpxeVEugIj4F5V0SnSiAQN0Lqah+hvafRVNV+dovC9pmXagFcZ56iNWbJS/WlRl+i0N9lo0h3gsQifPNyR3+ccHdHJO2Yd84UkdXuaXdU8zUtwUvuIXULaOkelf420R0iVz9yfPFrW7i+J91E8hd9OyZX6OZn82JN2Q5L0uEM963mZG1vboH4KiasmLG97kl1xwJKOwYXhfE6oUNGjt7YGKU6qF7Ks2RVDZkcnDzuJOw+c/Tv7Q39EYb3YtUlV3qqw0LrX3qvy8fXGFaWY3MzrWpq4LjOMft3E6eyeXBmH8byN+vrlDtt92VNl9dV3uqXfWi30H7V07yeuwdjm8SLzPaTB652J05Tx+OxZzp2cPS4otqvfSadPLfzvrR92PPyY7H1AKfIkHCdMXZ2m4mX+wOnGHj3+pLwaMF69uWOruZE3ir9hwdS9MTRGybrsln9ia2xF9uRy34klH7nOrI6ZgwoZzWadu1xzupwksv3tO9d6Zt2oiTMFgsMfI8xMGXPlOzrLky86K1P6D4OvDnt+eLukuluwN170+Xwpe1hkwmbSNdZYvM49sTZE2979j8OXP0oowKHT6wCWy2X6j61iBDaQ62dY22TZMmommy1qqWSoQsGuHOmu49s3ntLNG5KYqJe9wK4TPhS23qbfXlG8mKFZ8moAtS/qfos0kTEBJp1FggSM+Ex4SdHLhZWua/05QIMsxp3IWU0JvyY6O8z/Z2Qezlbu9eJ0eylWVLlzsCzFgeA+uznXkmDkrfZ6Noh43xxwoDS22z9za0qXVuXnAHk8ChsvrK+7Xhh56HJWp3WyUu7oLQ1KBRK/+TMLmt8IYwvPBI93SEw3HaEg52QWZ5l3JhgMmsxa2t5cr3rPcDuiajS3c/svrIS/vhCSsuN3Tc32x4174QclL5LdEXRW7UIR4py3EXyEBjeS0tOtxjIg+9+NZKNz+N5PI/n8WdlfKtgOntBSoXSH5VwKP1RRUnUxdJrWysiAearYlVRxEzaWG3grQrrFe2M3lqz2Tk6ssv4GqSWKMT5c/CcK9BeVZoVy4qLgPO2sXad0a1jck24xheAnQvQ3fQzXUg8MDS6FpiV1QQMXcQ7q2J4UU4xcJw65riAb6OSG0X8FE2V23mzv8oq5Nmhp6r0uQIhpQLdxJ5qRTqJUW1rQJEXcKudokMySnByyJ0vwM1iQqPxCn62TH3aCJwsoLB+NhhfGB20u0+Ek/Uo574IxRUqYbmsZ2BpuQHlvqsaeFW7t+FUKtuD4JIFHqnz+MkyIN27AfnZFwy3Nzx+4pEkzX+0Dj8reYT5Qph0mUsmfpfJ3rF5n9j+pOPtxzv8JjWFWVgqRU2kq/Q7V+p6S1rUampeMPQ3jidBef3dalq3Hxo13lvFOTw4/MGZKI2oAebZfNhdqSJqCb790SqXwzuzonOzBeOm0r4kM6p9TRpWLIASiOamsm2VKLK2a9c9KmOp/ldGxNPzqcq7udos6fK82nXVZT7Udg+x31vFnCYc9cs+1EEanD07pcXARcEfbQ2cboT9ZuJ7F7fE7DledDzMPfengWkKhGDtIKkwW+bZE08dnDzDrbP3iSC5a5T6eQs/vXqBZNgdpIA2Y6jkYImkcLREJxkud5ZBOc0BJ8q2n9kEE1fMapTti25k8JE5m0J2pWtnNeYN0IC2e1LOjGViOJSu2FTFbEA6qiepNI/pU+oYC8NnF6zS/mbc89njFW/u9oxvt4T3Hj9a0ijtQDcZty1aFYeefAjIyeOPwu5W2H1mCba4K+06JXm71gHQwOKtvgJT2pV+47hU2kXK+i8C3kQiwaymNq8dqeutarnJrTWiil+pQJht/VIBNtIq0jY3Si93cNCF5XOfAuqUqD3QkvKStMoZP5qQZNzaZ6aNoH1A0lz+PiNzyWqVams4JLqDYyyJ1FptbuuVt+sT96ZnokNhByQxRsXJQHilsqMYcwCHSrLiek10Z7Fk8SpRbJn41d7dFYGyoPiSKM9U9TBdxMeyzQMJmU0XEVEeN5m4d6ZEXmKEeRJS79i8sz3AzbZ/hQyuVPXr9ZOZc1ssWBIp9bkWmtBqrt7ZLSlp1pJ+lGaTCZCyJZaaJWah81Qm3zcstc/jeTyP5/E8fkHj2xUga2IsEE5KGC24Hy9tE6+UMEn2n9FZl15pC6wtIrf+Vy22PFa1UW+brAhosp64mr435ezFy1mclp7kqtLtvrYpSfmf8wnvtf19yq5UvAVwbQOsAH6cQ+vPlkLXEtFC3bZdsA/Jss5zMIr3FEjRryreuYF9wTLUudK8Rw+zOxcYA+uHLkEN64p0KwWAO5n9h3YQd1aJlk0i9HY8MVllKm2F8Fbp35koUjhYwJA6E447i4HVhL9OLwRJDhftc+NWkNLrmQe7h7Xa2IBVWt7L4uhSjckVENocyZ3RylGYLq13c/MumUJuSmw+vSf84CWnDwXuTX1VEg2Y+xGOHxiVsXuwICb1RQ0c+72fYJoD/TCTw7bMwRXobRVaXVk5tYvfrsU3jgqydfmx0addfa/SirDSEFho0MD1zLxz+HcBmd1KbVs4CzQrtT9YJciPZlOW/aJZ4CIGgMvRhNKn6SLluhWK6oYWLEsycCBZcRHCQY2qutVVdVqW6nZVN15dpzUooVRLq3jVGXOhvlieJB1+iYdLxpyIewuY3QThIPS3tIRDtYByKMfQsQ0zu9Im4l0mSCaqK8G4cIqB98OOyW/o3ltypXuw5IoftT1zvgCm1EtjXKSNfejwPhMHq+x6l+lLYlFEuRxGrvtjo3VnFYLk4gPtcOXmxacWgC7hRc+ExvKTZ6cC54nAmELrjc4Ih9gzRvu9d5m7acvrfMFnd1fc3u7gXU//YIKKaVDSRUaHjN9FchLSbY9/cPSPQjjY+mB6DzBd+9KLTGNNt+RQa+eQBkolGcgsF6VQpPUMdFGo0IuatlGmN+89h+8E2xufrIXrVovaP11tss51JWzNJCXLfuHBr3p4aya5KH3LXCjhXcDNpo3h5rJmD67YeyVI9lw2cbOUYYr4U0RSV7zu7Vjjziq8GuozawwAtzMGgGZhPoVSWa4ilpYsQnzT6oBgAoSuvpeer21lPZSQIcB848idI20U2doelrUwtZIswNuVayeK88q2m9mGmdfDJbkzWfEluWjaBOnRaPXJCRqcXSO/3HNVtWv7BDw//XneWwK6rq11WKLS9ipXXEFUrc0rJnt+lRLLZNtj5wujhJeHxpJf8RlOP4/n8Tyexy9yfKtg2s2KOxlASYNtLi4pLgo5LxUqN5tFUwvAM2eVMpdtk5MEIVqPbtw60j5b72XZsLQWwwqQNk/T5Xi8z4RgNhSTlgrvE3UnExJzJLJ9TW4Bt2oeyikuSt7e5+ZfalVm1z4fFWK076c5lBhl+QwD9QWAqCtq5LkAaU+aXFPrJht4Fl3Z2ARttE6rhpTzKBWBcBS6W2H7pXL8SJg/tGq0FNCfokdLxTduwV0Kw50F3W7KJkCzc0h2VsXoCo17suOo96mC6dRD3lMqHoo/SgPQhCU7X+lqtU9w/b2LRh0f3if69yN+7Hn4Tmfq3O+waoz38MVrPvg7gTf/8hXTpVWx+4fErJ7U23v098J0aRVY1KqxceeaJUs4wuOXO3Sb2BZhvLhd9QKuY5Z67HL+b8If8doELkkD4w0k1qJLU7vWRZymVvErTn8I4JW8taSCze8CYdVSL7kz4R7/4OluHbmD6XqhY7oZwqPiZxYBo3Iu4USx2qGdTA3qc5AGfEQNWIXRqippKI+NLu0YUhgAUqr7abu+OLR+v3atatXfL59Z/82P/9Q6/y/NkNkuXq1c+aPQ31k7QtwZuOj8Eo0Hl9iEmYw04S4nitcMHnqXiOrofeJdHzlebJgfAumNR4PgRgPRbgYtia4wmqWPUZu1HI9w/GFAduYoABhwd7lYXuU2N+o9zurwVTRMHWMORu8WEz9zqnR1crBSE4f2XjF7Ir6B6EPsOSVzPpiyN1XubImDt487Hh43xLsef+8tYehhvslwM7HZT8TomI8d/m3H5itHd09LDLnJEhjHj4THriQwyhxeayDYCdleVvU7JGkTHtNQHuq0XD+JmUIpMpBbxKpczEURnCWRrGWfjKXyTQFdJRHmk7bkljpKksPBNKO5cABWfb7qHdKFBoiZo4HuEBpAXlwATJQx7oMBZop4YfDIVPqypxl37AinIoQWDEjPLxP+0rQ94lzsGYsqvyWJoQocmgaHJTHcXK/vam/A1ot5D2lnVpc6ZOgU8abebQ4dyuSVuPPFuhLi+x53coTSGjZfZfQi4kK2Pupk+216UtptgpANdNt/uTByljazVVUa1/QCFhZAvZh2vd0YG8PJwHTxBxeKcKQ9c36EqQDo1WGZK0heVM7T1qjxZ6D89KQH6Xk8j+fxPJ7Hn+r4VsF0OGWSKxXLSnfKYkrNAFgFbS341Cp/svpaxZrKPuYihKOgRehq3ZOKYkA2FuXrLOYTjQFZwQJD710TW7V/o/RIF7CTnfUgUgCICJoxLTMV0ujptrMFliXgnGdzdNUCNMAqzt5nxrFr7yfOqt+aHWSLpJc925GjM5Aba2l/qXqoy9AZrV0Pge6dp3sQ5itlvk4GoI6O4bUzsBRt8wax7D6FCo/RxqX0XiJWpTq+dMxbod8K3UM2UJUUzQamgaWnsviHV7piONi9yh3Nh3St21ZdwCotPA2lXc8X4Kbl70MBc6dIPya2vePhu5777wfc/ILtcURPI+7nX/Fy8Lz97T3zXvCTx0Vl3lq1fPuVsQTStgJ8mNWq3H5U+lvl+r/0PH7PNeDZRLRqgKUVOD6Z3LV40nrXn8xbaEFUEyBzLEWXXCrSbqmQVJ9fLRVcSTbnGu25HlOmtS9oUOisNzScIO7svyrCZmrEVg2p17f1zhf7qwbmazW7gioRXLHfqc+YlGfPxZKkWI/aKrCusvvlnBtTpXpkl15sMP/appr87lcDTKuXRqeXVFokTkXUryj4ZpWmup0RpgIoK1AFCmC1nmSnmYt+JLjM4zDzsB84hS1pMPqzm6RVCCWDm8x6bnOb6e5SASSe6Rr63YQXq04HFUKhdj/Mg30mBpQ3PhrILr3PY/atvzm4ZCA/e0bn6UpP9JrunZECrh1RS4U9dTzOVo2O2TEnxxQDx2NPeuyQgycchGG2ZydtIL2Y2d6c2G/Me+jt+z3hi57tV8LwTglHtarhIEh5HuYLZb7JqPNs3tj1gCXBI9HW67VN3NmoHtNq1VhJyQDWqpdWO9+8olt1O4v5dI+WPMlBiDcAKyXnvFqHCsBujgNaqshrm6YiiKX137MuYC94tAiiudLWkYqfc9o4NFgFW4ND6OzvkvVOSypU7wdHVf6cP8psdyMiyomeuQDXrH5hiJVD8wdh+4V5OvtRzwrP9dhz75j3jtML4fG7jumTTLebrG2g7C8pOtMMSYKOju7Ws/1C6B60OTg8/MAxbhx+ExGvpNEWoykGHrCqb0tWsiQY6y9kvTbW5EilUKx9vaWwESodvlxnOUU27xLZe+JeGkive6ZLdv0toeVIWfAr3+iUXOnTrolmNaZSy7wA03Nl+nk8j+fxPH6R49utTI/K3FvGORQFYMlKvDBRJNSytXkFoFWAUConNelbQE0FJKm3TUZmCzjxJdivdjxJSCsgWlW5c66UbSE9oUyvwS9ATv5MTbQKfYZ+tkx3UY+N2bUeZtMkyWScfb7AsJlNtEwscaBZrOJcfZnDqt97dujkF9GVOgTwGQmK6zLpEOg/C+x+bp6VVegld0YFd5Nt2jlAurBq7OnDvNiNFL9NmaQEafXeGI0vZRi9Y7pwuFqJTmqguliH+LKh10x+OFlPbf+QON14E18pfcVr4Gn+4OBC6dsrhR2ZC0AvAjbjtcPFPW7K9Lczl0k5fhg4vQgMr65w7+5BBP/6nus/DLz/rYHTjbB7bceZQ2ktOGkT27JKjAUyIdvr/GjCOONG2X/qvlaVtiqunbOIzbtWZainVl8jS1e+KKa4XXqlc7dUoO3C0ZJElSopsSadhLzNaMgN0FsjngFtEfulloDV9Ykf/voX/P7mY/rPuyLyZjR2KYF5/oakUyrWdbWnuSa2FGM/uFzuewEetXImGcLj8vqWKKmgvD6vXTa7m+Lzftb3WB767r5QnCMNROSlgPnLPap/dwFtRj22SmUVD5ySVWhjo0875rL2BJfNCqugklPqGrAefMRvMn2IvHeZw7AhPQa6W4efpQhggWyEWSF3jrDvbX3eCPNVZt/H9t6V1j2mQNKlMl1p4KE8OPdx4BQ7pnKMGjuiOsYYSCpsgllk7cLMUEp4c+mJnpJnytYGc4wdU/JFMKxjOnXoY6B779m+sbmdeiyJeJWRFxNXlye2/cxx6ni43yCfb9h+aZoBKka/Pb2yxOPmtdDdFQvG8tzZXLd1SCjAZy7PWITUOxPsWnkLE63q3sBsLkraTlireQOoX3p1ZRbCEYZbY43M+8LmGEEPtJaOOkSf5PMqlRsM4OEW5gcGANVJWSvss3UwgbHuIeJPnnlv+hRx48iDP6euz6YMXtXL09aSrv2dJe3GV4H5yhdXsJo1FeuFrpZdUfAHx+Y1XP9oont/Wt5fCmvHmTAaQL8JhFPPfBGYvqcMQ+R07Il3Pe7gcJMwnCwJ4SfYfa7svpjo7mckZuJlj7qeuPfkveB9hl5w/1/2/qTXmixLz8SetRszO91tvs6bcI+2SCbJZKFIqQChpKpJAWoGNdBYQ/0AAdL/0D8QNBSgKSWgJEJAQWKVigBFUiKZmZUZvUd483W3O52Z7UaDtbeZ3c8jAU0yPBVxN3D983vuaexsM9t7rfW+631tnJhl+vlMIqRLTQctqGoSXbUE8oL2XgsYWRbne3kORJCUaG9HkhMOrS0ic2BD2ZeLjkVq0FilMNWAmdEGk8bBtGdUKvxCbPVpPI2n8TSexu9nfLcCZI1MfaPJKfKCFJpoBM6zKMkjwRcWPZtx3qeTL+/lYdyV/umjIW40eTAnIa3ylGjnJiGrOL15TsLQu7KBzeXxam8FNSHOkBMJSw4lOyh5YfR2Ps4ohGBxLmJE7TdC8bROxepqED8l6NWeY4ieFATj1Z7rW0j0cpgMPmFcUpXTNy27XxvsAP2zkqCWALB9q6+Pq8xwlVUsxZSezMug/q8JxGaSyeRWNME+ObLTXdsfMpuvI7EVTs9NyeurkJH+JK9oijtpQipR7WRiA2CxI5hRvaan5Ir5OGvv2KP2uJJkV+RFsrYGgMHEhDtFVu9UsCmuPbJ3GrycB9qfvWa7+YT9p07VvJkLMbFhtpmSgraGjN9r4DjsLNUL+tFzYUZQMxOzIrYLxKBcUzYWWnUReas0Uttn7Fm/03AhxFVRbK535aSsnWneWna/0nmNjXD3H1iG55H2rcXfl8TqOjNcxymJrgGWCPy9i9fwI/jZ+VNFiHxJzAYVs4orDeYeIe0FEbWFwpmtJhSS5z7rKsgzqQ0L9FcqrmPCfL4e+WoXur45m4mNUPv5xRYEJzpN6Eq/bp1jMgx/JM4vMiTskHFHPb+2UK2lMAgkw81+zf7c4myk8wFbkoKaNBduxyO6aB1OEms/wkZbXPZmBbetMkjKmjzRtBuh72AS1ctwOmnFz5o0rZfOJloXpuS6k3FS7O6TYz+2HMaGMap42LFvOPeesXfks8VuAuNzy7PVkc6OimaXnughWs7Bcxw9/ejoB6dJ9N7h7hWJbu6hvS2KzM+E/mXEX/WsVgPWJG73K/r3K7qvHe274jbQCuOzIpB1GcldIluHPUNzD4h5pFRv8pxYq5hiJjVqEzijuGWdWfbLVuQyRhXx8o7qSyyY+blZ70171kRNxQDnwoopiX1FwpcWf8ouEfWCfmSDVQ5+SUtO+u+EUpe/uf1Ae+/pr2wR8xJia5HBYcYISdfGbA1YS1o5zpeW4ULo3mXWbxLDpWW/7TBdmJS3pbeYkxYnstXi0Oq1cPFFoHl7VLE2Y3RO7FxskKifZ0Vwx6RrrkvEaIjvWna/sDSl6GD7VLRTMu37Xi2txgghYvrArjX0V57DtaO5OGNMxhXLOND1p05TRgvRdV1ThkF6bBVYrbEq28Ayzeeyh56YVA09Z+wx4PcW8/zxfi4F8VY6OZjCFKv2mMCkxwL1OhAyeXLrwOSJafc0nsbTeBpP4/czvtNk+vzMIb6gY7YG3gUBrj2cVayoJi0LQZbkwU6906XCLkpPS1ulpNmjQfraryWYo5Aa7deVvWG8FvJ2VDY1YItFRoyVxl2QgipchiLYYjKuDYTsyWNB1hLEo0NlPrWqPI7aH+a9btgpCWNByCUJKWiPm28UhUlJcE2c+qWruNiEGk49WYDLE3Kd7j2rLx3uBMNVhj/Z88n1Pb/684/Z/spiT4o+9ldFIR3IrSZ1WcC0EWsVNZciylIndIyG5OykJG1GRSRdscaqxY/Vu4iExP0PG5IrYi1eiBvh9FIIa1Ugrv2LptLaa+W/xP6pYfZUXcQFSifWYN6dMu4QSY3h/Extq9SWC8yzFnNaY+8OEAJYi+nTVKwhz/3dMz2zBsbgDwl3GLGnQGxXNHeGcZcYLxTBUgRBCu1Wj3e4ykWJXrNRibN3enOn17OU3vH6uBmVYi8p0+y1vaG/Es6vshYaTDnH68DwWeRm6/H3hvam2FD5PB2TPastzHglM+3bZsRp7+B/d/+K1gbkaiAdHHGlQRoFIZdR8HvBHWermkqzNoVuWnv9Zgq4JhISarKdcQdVX0/1vpYFs6Tct3quFT3MttybRsixBKBZ8A86f8NFLtcKUwCbPlSm+gMdtg+YY1IErNDhc0W+0HPe/2bLECBeRnYv91x0/bfeZ0x2QpCXSXV9zBtVMz4YRWLNoMlhtprUuYP2748Xer2YPtPeCL2seFh1jxgS0kXWu55t19O5QGMjCeEQG+6Hjvu+49A3nHpPLK02abRw1rU6Av2l4zA2nILHyox4j9FyKtZVsWhQiNFWBlOLbQ30V8JwBefPB9pdjwiczl6VzO88qzeG7l3GDKrof36VGZ5FZBOwLpGBMQrDrcMdSv+0U5RWYlagtyjeS8r4h4gJhthYRac7j4y6FmZbVL1D0mRRT4KuS3oSEGvIBTbOjqnVotLT81CTslqwzMr8ESH6TG5kvkYMZCfkroEQkYWSuH5AnpBfQiQvjmMphtbcBdzZKO290e/OksJerZ+cLYKQipzHDuzrRPvO0D9zhI0WFvxR72n/oAWG2KgQ4uZ1pLkflWLeuBnRr37cCU2wrUBKmDEVVF443Xdsv7Bc/SzQ3AWd49qbnvKsOeAMElScsn3fs/7GcfzcIpdzIm0lM5Z+ZGCy86vrVY1FohdsLjoCMZWihszzWv21c37cG79kKzDHMhJEhUkLyjzZXJl6ukqLQ6k6zmre5X5bnt4EE9rwNJ7G03gaT+P3Nr7TZHpcgdnIRImtSBRJEYPk5JFyMouNo1rsTOh0fc8djJdJE9qLSHAOe9Rqd7wo0b3NBC+0by3d147zR2AvB4zV/uWUjFpWoMii5lum0L4UmhSTiyqpIVSLKYuKd7lls7Wi0ykaoo9FeAxNVl2avDNDsKrYXZW+Q7G6CjJZeNT+cPGarNeENz541l84soHjPznxn/7kp3x/9Z7/5u2PsUdNxMNmRvPbW00E9z+OxI9HxGRW66Goh6aJ9j5RzCRP5yGshPMzi+0z/pBYvUnETisR9hzxNyea555hq+cuOSkIso6avMc24/YauCNAV6ilg87Z0i5kUs4tAaPpFYGw50jyZkJmklME53xt8fsWsz8h1hI/uuL0ymtRpNdrKTWQizdyWEP1tzaB4olspmTRnfSz3bGgt+jz7DnTPOh1OlwBRos01TcdNFiqPXuToNZEepip3WbMNAWZHy6Vbg4gvcDQ4D4+8Q/+yW943h74l19/Tv4319h7S/ejB1bNyHl0HH91ofdIm6YPqb7Mv/jmOc7F0q9YTobT52WB7DNx0KLLNGoxq7IHlqh1QcjskLB9JIsqrDeHTPfGzMWx8v0qyyCXe3bZH64Hqkh/piD+9Z6CidJY++XzHwsynTLuoTAktmZiVQCKXp4E9yD4IxyykJ6bRyra9Sdn4VHMXVtWJE/0VmtUyCmX9orYlZ7ZgdIeoyKEoPeCCdC+N3qPN3oyTYBx5zi7zG51ntC+Y9DE+N1hzf1+RTwVFWdBPa6bqALXpSVnCJbD0DAEPdHqKmCJSdk8zkWut0e2fmDjew5jy1/mT7Bnz7jKxA7CRcStgiLedw3mZHBR58yeVZn8/AyGZ4l4HWi3Pd7r8cZo6DfC6ZXBHYulX69aAJUBFTsphUSD3xvMqE2sag1osMZADOC0JxqpdOXIUtVbQiQXhDp5q+rZTWFq1QS+OBHYvvSwD2qPpZ7ts297LQymyTsaEJkp5YuELluDpDT1Vee2IXaazJo+4B8GmgdPWOv6HTqDLyrWZKtJZIgFrdXPDSvtOc8idLeJ8StL8ha/z0WHQtFw3Q+qc4ch+hbzosGd1G/bjBEpLUPZaOsXKZfWGC2C5LNV7Y/3GXdSMUzbF5QYtA/da7OBxKRWYQakj6zeRfydJb4ydM2INbkoZlsIZi7uwrdt0MoeRKjzKEjtkf5QxTumid49+YtbS2ztZCFW7+WqX5Fqy9HvIKFNb/+BYOV0qrOoovjTeBpP42k8jd/r+E6T6epnC5WyRBFEKoHBgtJbLXygBPhAFUWqwXXslN6dmjQHa6tICoJ7MJjRKSq5S8jlQG+g+8rRvLUMrcNuBkL4IFLPMil+Zygq3Vr9rj7SYjUptk2iaUdV8I5GVUynpEYIwWBtxrcBY9QaK0Sr9Gyjle2chXByikYniqI4BaVM2GL3kbMQS7KNSxz/bs/f/f43/M8+/nf0yfN//vJP+eIXL2ki9NeKctqTooHJg9/D6reW4yqCT5wODdZp5DBZe4kKm0hBxLMtVORWUYWwUgXWzRcHDt/fcPuTls1rhzunyYIJlCZoBg0Om3ulR55fzed1oimW8/lh7+6UTBsNxCSVQMsZ3LkEwCsVjKvXUFhZ/LolXa55+PGW03MVHbOFXl17Tu2g6vGzxQ2cLy3JtbhjIlvY/DaVXsZc0CIh2YowZ5qHRPvOMVyqeNO4Uyq9OQv+QBHRYgqAkq/XuAZgZiFkV5P6Sh/3D4b2PcjPNvy8/Ql/cQGpzVx8kVm/TRz/7EIB/QthU5LN4/cgb+Os8p6F/L5B3lrix0GR4MKO0Jtvng9goVQ7n4d671VUeqJUDgkZErm1jBvLsC307gy55dG8ZpsVBS85xRJBmVRwa2Dp9CL4Vi+oLJ77Bz7CyiNeC4FhJYxrgX3GjjKtkyai57goe4tkYjKKZsVi81Zo36Ue8i10uv7WNIHTq8i41f7a7HTy+2da2cpO2wLsGbXhq6fhA7TMusjaj1hJ9MExJMvtccXtuy3urccHvT/S1Yhrgrbg1kKKzZxODf3gSiuMYIploXOJi/WZH1285093X9KZkWNq+NXpOT9dvyQbrwW1TdJ1/m2L2xuaO72OwlqZI0OjbgLxKtBsB1al99ss1j27TfQuaVtONPBNw1KXo2o35CLAaAtiOukGjCWxSyht2Zkp8cre6ZyHIkZWxKkmT/FGi1tpZKIK21GTSX8Ed9J1KbQq0jixAqKer1SFIKuH9GTPxeOEum2ga0nblvGyI6xVoNGeRqQfcafyfg2MG4NfW/xDKn3Biqirjd/MZkleC652zLR3ul7aPk9zExsIG2G41ORbW150kWhvLLvfCm6va3U2QnaCPQZNlHOek8cEptdr8PzMkZ87/DHR3AVMXwoWtiTSoybXOC0oKJtGEeHOByV5mcRQ2rmWiWzVw6iXeUWnzVger1R5vXD0/62d53yqnKoKelp7hquGYWeIviTmtQWmMAuqBoXUaxHIZc+fD6SsqWZeIPOyUPo0nsbTeBpP4/c2vluf6VQTEhUcy1YDnkd9tGXvrwI81RICaoBeEDCnSWO4TJOQUY4lYdhEgoC/NaxeC5Is+8870quB8yfQvLHYG0dsYxEj0U0MkVmQqwoBnSyMQlwlaNKkTGpcwtg40cZGsaq8WZIZYxPeR4zRRHscHKE0f5pGPzMMVgXGxgUajSYhNAnjoyqQR0WC5GyxB4N8/8D/4u//S37QvuXfHL7P//UXf8Lwyy1+lLI5C8lmxl1Wr+5NILaeZ3+WaW/91BN2+w8DzbPztGlLQeDFprlSH8EfM81dIHnP8SOHf3C4Q8QXFdxmH5RqKGrLBTButf/u/Ex7dCUWxdimINIVXbZgS4JQ+2QrgmtDpr2BZq8WMgiYPuLHBEYVk0zpuU6NMDxfE1tFru2QSVYIHZO9TXKCPySlXxfhnySlZ7ugO+PKTMjq6blMfr9hDRjBBIPfB1ZvMsfvqXje6htD6AV3gO5tUV8ubQhqHSNTEcGMKr5nwmy5NRWPggZsw06PefU6s/1tZtjMHqWb1xEzZsY7w/GlKRY6llM33wck1QewJ0vzTnutJ9GyOmQOVJdsgEr1rp7eFQGzQypBaQKj/tzDRhSZKj3RlbaviHyetA/soMm2KflGRlQlv/Z6y/zZlW75yDLsu121fm/j9MozXDtV0N5IUWEXQrFJqhTPsIa0ibQ+TIl0LBZRUIpiy36JMlJBrGsSuWoH5GUmBKv3vtTcSwpbxhLOjtCbmTmQUJHC2vO+DjzfHVm5kZSFMRvGaDkPXqncJz25YZtwrdoZjYObNCFygDEI0qgOhHORdTdwuTrzvDvwcffAp+0tl+7I6/GCnx1e8tPbF4o+F1aLJKNtD8eZERFWMO4ScReRNuLawG410Pow+fhao4XEVjKdC9hd4hwc7+43xNzMRV5K+4NXpFRCxpwCtveIF03mgipdT/UGo3RvKiNeKuKq6LSkRHamiGcuTlJe/FvZHUVToloGKmOk9vaWnvr63mgPNyWhJ4km8caQti39ixX9lZsKmv6U8Y3DjqrQbXuleg8XgjtZ3KHSwiGjqHtqdI00Rbhu/z1bBNnKU0sBrbLPwgb6Z4m0StpbPq0rlvDWIAFSLgll3QeGoBfjyut+75VFEVvDqdV7wx+ErUD7br7WpQiGZSukRic2rAypzUrtjpbGzhZvj+Z8mZia+fcJuTY671O/9NJHvKLRS8TaWYbrlv33LMnLB0n7Yt0t33s6jFLgrmJxU4G5otPCY/ba03gaT+NpPI3f6/hOw9LNN5GwUQEYf9Q+JIlm8p1OVfCpIDBTH3UJuKu35uQ/XXcfu9hUsqgX5WVkWFli69l8KVz+JZzuWo4/GBleRuzeEE8Ws0mP2rYUdTYwCkSheWfxD3B+IYQXKrwjVp9HFsax2NRUZaWyEVqrFlnj6FTkbKEmnqN6XlPUx5dodLYJ8UmFzt61tLeG5DLD81iQ0kx43/Ev3v+Qf55+wk9//Qr/TYMdS340CHGVGa8idAlxCWMyw3NDaC1+r/Yv2o8nk6o5UBw+MtYlxi6BmKl/sL922D4zroWHH3R0t5HN1wP2FJAxkhpHblQZXQW9MrGTqT/enmUSFKs0/4m2llGVa2Hua0YTtPYu0twWqDdrECs5a6CUSy9xed24Uzqd7TOmFdKmIEoF/R52SpG1PQTHZMFVr6NxVa7F0j8aO0VTmjvtu++v9Hx1t8LqbWD1tSd2sP1NmgTJTLV8k6J0jhaGJsGzKrCV5uucrIGpO2rC5A4zop9LT3lcaXAYGykojoqYKfIO9s6RmkxuEzknfvDDN3y5u8T+xQYZZEId9WJdoNL1MfN47isiXc+DPRev8ay01lCKDrXnvX6XlObvWSnuVbWdRQCZEcRB1l8wo0zPmYLH2hP6//sS8//X4/zMYJ8J7W3Wc97lySpL50jnI+wydhM04V0k0iFqy0jjEtakR/RuAIql1JjsFLC3PtD6gDUZZ+OUSJtCBz8PnjHaKcmuf7dWVcNXzchVd6IxgSE5DIqYP9sdeJuEIa70+Ld6vP1JBcRMPyvlp06w68Anz+/4dHvHq/aBlR0JydAnz5/tP+F2WPH2uOHt7Zb0vqX7xqpYGIDMrJjzM2G4yoQLZSNtN70KtVVf7PIdkxNapxZeRjJNEQhIeU0MthQA5/vDjCoMp24JioA2d4HY2UL5zkUPgAoxau90zJCMJl7ewTCqINmg6KsJTj9nVPSzJpO1QBhzLsWM8l1rcm5Q8SsqQl1+UuEM50x2hrxqC+1bGK5aDh85wmpmhkmC3Bg4gN8H/N4T1qqLMa4NsbOKEoMWAJLaeiUnJJ+Ju0z/vOw9vTJ1JjX0shbENpObrGwnz1T0S94umCyaZJuQ5p5jmJFpyVMxwYwZO8hcwKv9ywb9zjFp8cDr8Q87XUSOtyvOTcNmd+blthQJ4mw9VpHipSj3dI16FWVz3iLOaoGiXHv6hMVx5wxV9bwzDBd6D9tzme+CcJtxZiAA2gJWWjUqSq2fUc/zXCyqbTJkpr7vp/E0nsbTeBq/n/GdJtPrL4/E9RUPn2mvWXeTaPaJh08dp4/zbDlU9pCwgtq3WQPJ7GaUyx5VzCuAWu5MCLUqmZgmkj5K3O8c6187Nl9m/IPn4UeJuFZqeAwGmcQ/YGnZI6OZ/HNTV5A8ybNFlknEKOQPobNC8R4HN3lbU+hZj6yu6iZa+qmreBR3ns2XRTRnzAyXooJgXnt0t792fPHLHzJcZLzTZM2MQuxUWIdtwLdhCn5TFGgS9z+xxFUmXgc4G2QbZirZYojJ4Ir41qi2VHEFm68SzT7T74TjS4c/WtzR4feB1BhiYwod0WDHTPdWUeVhazh8qpQ/W4OBJSJZ45Ja+S/nPHohPLeElcEdk9LhADPMTfOmIkWjKvIOW1N673ikOt3dJk4v1IrGnTNhXYKvBQIUO0UEa2IMer1VamVqMhih31naHLn4VWLY6Gf5Q5q8QGNjwNV+X3lE+36EPNWHa2BbLV7eJC5+esAeBrK33P3JBYePyzUnTKi3LSJhpoeLn+kH7L9vGa/gHBz/wcdv+IvXq0XQxXxz5cfHsOwZpDytqgjrHKdHSsXZqNWYfl/5a9E1s0iQp/5rmYNKKUF0RWdMKIJqMr/HH0uoOOygKVT5VNtZSqHIDllti9ZaDOvaUe9t+Jbyb8oy2fPVURPu8+A5HVpyFGwbadsRZxPOqjK4K9TxSoPunKLfH1LFa3JqyDSlV7o+x5mkSPWF8HrQthZMZnxoMAeLO8vcF49e1t1q4J+8+ILvtTccY8uX/SU/f3jB64ctp1OjLTQni79xrN6pirQ7FT/mtVKNwxpOHyXy84F2NdI1+tOW7+RMorWBzo40JtLawJgst8OKh7FjjNq7HUeDTartEVFad1Wx98fqWJCx54VnmzVlY6rVn6zicU4ReEWi7aRUTYjYw4g7NyoC1zCpRmtrSGmJysoywjJbz5U9crrNpHw+QM7IMGovbeMYL1uGC92fYitTy8n0OU5ITl9rjiP+2HIOyioKawhbizsY3DEj5wETIm7l8AePOwlxncm7oLfw3iJZCzpTy1aZR2U1lOvUawG7ttHUNX9Sw846j9kZ7QeX8iUzuGNm8zqU3u2MO0bdD4zGAmozpd83G1EbyOfCeBVgMJi3noeXlt0Hwn1Tklrar+rIwqSMPlljPcq2pd5gcyI9XRPy7cVr2vPnpFjfZ34rrQ/Io71Z6vpZWoWKsIv+PCXTT+NpPI2n8Xsd3znNu3s7cL7quP8JHD5zmL5alCTtnRqE5HIR0MqzR27Z+5IDY4HSP2XPCo+FlZC7OHku5mjISW0j7G7k+JPEuPVsv8hc/pXw8ANLuIqk3qrAV9nYpipv3dgEwkUmbaqVRkYkYV2cUN2K7ObiWZ0rJTLL1KeaB6NJdJwD3VxsrsSrzRX3jvVXFn9gFmgz+tPclZ2zHFdzlyFpAKnWV4l0qT2BM9KeFWVHEJcYPxtoNwNrr36dVXBsigei9l0aGzFdIK7UIsv2GXsLq7eh9MEpQnq+EuTS0t4K7U3AjIngbWEQFIT6kLC9ekIrbXVOqrJQ0MpCy3NgckFeCxMhNTXIMkjMhFWLPafSx6jzkRuDZO01tYOqbLsEeZgVb1VALTOulBVB1mBRxa80WclZP9OV5FdiOQ+N9txhVP07OTg9sxMC268Mh48VlTKjJrepZeqzrm0MUhDYSvGelOptKRJ5ff2wFU6frOheG+yhZ/VmJLRNoa/r9xm3BYEftCdRRth8nQhrTaa/+e01t5cr8i7Ag3sceVeU3NQAsvyp/k79/pU9UoJNI9NzkxOiL8Wvhf7B/Fqmv1Ul4sfR4wejXN6T5Qv6VIkzvfkPfsj8b2WZSNCCUbYyKw6vlOK9tM1JBTkeguVwsroGScaYukapcnE6Odw7hzsJYZ05XjTIOjBuBjbdQHYBbzRbM2gCuhQ5Ax4rhQv0wXHIDefgOI+OVKjn51Oj7gRBFZ7dUS2npCZVBVnMFvqz5/2w5mHs+PXhmq/vd+xv1tpmExXtbPZC91ZYvU1aECt03/NzoX+mlG5/2bNd99hFn701CW8inQ1sfa+odzYcQsPXhwtujitiNDhXRTqUiRJb0bpq9ZpOc39rFlEF79IbTRUgC0ntpOoofb8ZoxZG1ioyHRMy6tpoB4hBJp2CysCq14LaBj6uKlVmj6qOfwCnpqy9wyEhSYsw0Wthq3nIE225ClTqGqAJvzsnTLCkRgsUw9bQvqs3fUKOI+7GsPvCkU1D7ITxqqLORi2eKHt3sdabm/eZCtLTcrAsmlXhsVgQ9mofVpHcILT3ifUv7yElcuPIxpS2IIEWZQAUZkBt7Tk/y7z8/g13+xX2yy3ZOc4v3TSRU1+8K+dq4WKQzZzkayEjPe6ZrrRua0o/fOn1Lo+nuq9VZfZyvSfJpFZFHGuRWO/XBMkQlgtxLX4IcxVluZb+NUvq03gaT+NpPI2/mfGdJtP9y4505bFDSZZ3I3LUCDwXJDSbTFhl0jZOiShZiEFUBAdIo1a7bT8HZe6klitplRWlNiVjSKXNr4ukH0Runnna16V3+WwgGXLpx8LkmTIukLvIcC2PEEVjM9ZFvI9q1SKqBptGzUSWyWlOooJh4dtc1YpGI8CDZ/1by/qbTGwzt3+Suf7xe27eb1n/eafWUkaT5tipEFhzr+qy40UiXkTsdtQgmLKPl2AamHoRrVXl7rBQzYVSTK9Ca5JJyWBs1oCyEZo72P1moHl3Yni2onnQIGDYGmKrysOrtxm7HwmbFbEtPb6ZgipHuneZs5GZrkhJPCNTP2C2ilZmKSh11H5l12fskJbTN6HgUgKfcV3QldIfrUGcHn9yQuyKiFqr59OOmbEg2FWkLZvHCW59P7UC0yB02DErsIoef+hg/5OAv+qJwZAOHmzGPFhWr80sNFZeUwtDtY88NRAb9UlPXhPlU7BIamlF+8SbfSK2QnsbtT/8wimNvoX+mlKoMIqCF2ZFf2iY+vF+Vx5bueeLZH+69hc9g9VHtdK+s5ltvara8ZIWq3R9pSrODILynCDKeqgr0XyLz9Z4MiMxUrxV/xhGc6e1QImqKWEG1SuwY56ErmKXMeuAKx6BOQsxCUNwDINjPHm4d7ij3g9R9Py7YS7guaJw7fdCvHWEtaXfNZwuAt2uZ90pNdobpYtXyjdoAt0HR1hQy8doGUdLGCypKHdX2rLNpWAVtTgwUXNlTlDtWTjftPyr9nOsSRyPLWHvMQc7vcbtlf7e3CdMgH6niONwVWyurgbWpSe69WE65tZGdr6nc0obvx873vdrRaRPK27v14Te4tqId0r5Nj4RW51zC1PyCfXaLHZMk0VcERsbFBWuDA6l6C+rU4qeSqFjmyHgTgl7NpjSElPvMclMOgnT/lPviUUhLjVC2BhNKmPSpM4a7eE+9bhbh+8ssja4U8Kd4mTZN+4c49YSNhY7tthjwPSa4Ie1rkWhlaldRX2gI9KPNG+PrLaWhx841QABgk+ktSjT3Gdoo6KmvZmZEnUfLcl2FnlUUF3OldpNZS0anmy5BgLy7pYcAma7UVE1Z8mdUtaEsp8YXfdDJ4zXif/BR7/k4XnHP//ln2KPer90vmweMqP+E4W6zHvyMq1Hj46vjkfq3aLFkhIESFQWw/zc8m9Z45IrBdda0Fgk0Esdk3lOlj8fPP40nsbTeBpP4/c2vtNk+vTCMV7ZkqhkRSzC3M8pwKQq62u0UHY3x/S87ITcCLEvKpvltdp3KcQ15IUg03JDshcD41btqXJvkZPFnI1uaD6rMqzVxFqcKtDSV6WqTAoCqNiYlPdOwZBHMyN8EY1icwkUcvGKNWgFX+ak3b537H5h8IfM/jNB/vEd//lnvyRkw//j4Sc6Ba70TzrKfMH5RSZcBcxG+x2N0d7oyd6qDCMZ3wQ23UCIhn50E5I+jdoLScYUZfJcKva2JLPZCsPzFbExE7LaRk3whq1weuHxR8u40kp8LpnUuAZJRhPiIkaU3eNYoPZNl0OZgseaXPljwj9Ewtqqz+s+gHGMa0Nq1G7LnfJkyWVGRVRrIJSsUqPtmKfAyfZMtlA1wHcnDepiI4w7GC6Tit9Yve5Mr48nX3oDC1U5tqhgXElwZDfSdgNH15HetVoweDTfBeWKuQjJlGt7Ev9SCrUUenUuQjqxEU4v3Kwy22rSP14keNFzulmpKJPNSKOKyKm3jxNjvv3/j0DrBZV0ekqm2PWU71fQ/EprnxDpGWCZkajERLtfXm8UaueUKMiiP3gxT39MgeLuNwHzMpEsOIeuD31lBqjgVFhlutWANWlKZk99Q39oyIPBHC3da0NzR1krdbrdOU82RckzX4OjFiLzrRDWDcOV4/2zhtWup2tGVs2IrUU5yYRkOA6eU6/U69BbOFnsyeDOgj0trg2pDI2yDpfrYRKZSvM1J1GRbN+U1pMg2F7fzz8oE8dEFfM7bdSabrhKpG3ArgNtO9K4OCHS3iQ6N3LVnnjRHDjEhr+4f8U3by4Rk1lvekQyq3VPaCzGaP93yoJvAue1J3ZGUeMkUzFNq6cFOTVmZmss7ZJCBGuQkGcxMLL+zZiicq8CA/acprUE5gJSoghQ1eJUnT+Zz11lbERfxM6qx3HxaGYYMccev2+QZPEPI/aoyt16HBvGjSF0Btl52iHhDoHu1hEbW9TQVXU8OwOt10S9JrpRi8LeF1X5Ua2pEBCfJheL/ujJJ4fEsg9mIVfv+Ck5rAm7TN+3Jtn+CO1bw/rrTPPupBT2nKEfVGl8qWAO815itOBsn/X8T67+Lbdxw3918ffpvnKEYGlW52kflsLS1mPQAuG4kem6NWPZT4yZzzXwiNpdqd6mFDRSwvQZd6RcI3O+XJkBk9UZ9e1k0jOYEurKZKtFznKM+tgTLP00nsbTeBq/7/Hd+kxvRIvmnZBd0k2vbDK1rzNZVKwE5p2nVmIXwXf2mdwW8awgmEFVQSUKpheSGHKTyF4pZVX4K09CYSBdhDYSg4HRzAhYsYHJxW4Lk/WxoMFCHEoG4hPGJ31etdRIBUEPxean0laLQreYTI4G2Vvadyp0s/9+hs9P/Gc//ik/Wb/hZ8eX/Ne//BH8dqWoqEP9Tz2EbWa8iMg6YF2axYUWw9qMcwFnEjHL5P8aklG651RqX1TCgRQNYtIMhLRZhWhWgrmwuJOes7DS3mMzKiXPjOpNGlvLuJ59UCMgThiTUbGvan/CInGDuXeyiOosUdLkKTZVijKYKHjAnhOxMcRWLYT8YQ7OshSf3pX2HcZWCxDtbUmmi72NpDl5MwHWrwMInJ47tQVrhbiOen325tH1WH2xp2syiaoUJ0X4UzKF0v9omqcgWPsuF5OfNQlpHjLd+0T3PuAeBuxhIDWrCbGNXUEu+7mHNjeZbjVyftFiz4I4VWXPobyoCNdN99J0MEyBeT1naerly1NCXAWOpFIwC53eHXXeKmLzraQ68Zi6Wj2jqwrt4ucR5bNO6yLR/2MY3dszlpHzM6dJr9O1Mnlh3MBwCWkXi2BYIgbHqW84v1vRvraTDVlzC6v3elMNG1037FnZGLafacTJMxegBmh7cAfD+NByfu447wLH9cBu3eNsxEomo+tIf/Lko8McDe4g+ENR0y7MkPr+2YApJ3aiShckLrYq8Bc2GS5Gmlb7K2JvcfcWfye4s/bJJg/9tSLR41WE3Yj1CV9YQqZQZJ2NdC7wvDvwvD1w4c6M2fLuuOH9/QbuPGkTaS4DV6szP969I2TDX96+BFTTq/GBvosF8VVhQFeKBP0F+IOfhPhiY7CDKnOLd7MwVaUoJcBJ0cwoi0bO5MaQW6+FYbP4k4Cpc1RV7RUQnsa05GelnduxJNDOajINmtAlpR2bMeIOGXsYMPdHGAP5YoPETHtX2pdCxoSE9COrbwxZGo6vLLEV+muH37fYPWr1JULctlrIHHXdc17XTqwi+85Hunak9UHz3pMrG8L8BabebVs3dUrfeUnWU0LGiD8k1l8Ztl8F5DToMTgH1hZWgC12XfKYFVCXPxf52N7jyyQq6qzq3lrc5lHBMbnMuGGmd2ewgzAeRL2snZ3OsYT4OKGuSHWu3zEXx4XH6He2unFUJgJAikJI6h1virhg/fxlj3x9rMZOf0wFx6fxNJ7G0/jbML7TZDoVG5C0FCcpG4uEilrmmd69oEUBmpwMBnOuCLQmy9hMWseJXijFb1eFvoxqdSxsJNRqqr53RlxCGhW1kgypioRlZtGU2hddPXsE6K32BJZjrc955FNZba7aiBhItw3r31pWbzIXvxq4/4Hns//8C/7nn/xrftG/5L/86h/wm6+eIe89doRKOYurzPA8wW7EuZnimQFj0xS7tY0GMI2NZOA8OkK0DEGUjp5konVPB7kcpTKes5B9YtxabK+WUM29UgRjZ8qc6DzYMWMHTQ6TUzQgC+QGFeEp4jlLenQVk8sLIZWajGUrBX3QzxjXhtjocTb3AXscgKZQvw3jypAuBNdnurcjGOHwsS8iWRrQ1GDVnbIiDmeZVHPJmrTE1rD+6qS09BvH4WC5WRvSNs70ypJAZ1M0YGogFkWT19oPmNHii/D4tcwJtVKny7yLzl/zkFm/HrD3A6lzxF1LXGtyb4L2H0uGkIXUl3spoayEFwPjyRaf3jmuznZRiHp0rqePngocE/N78bdK8ZaQkJAwWc83qO9t8sXebPnWhdYuodwPU8Jc6J0feEfXOXokivY7DvkPeZjTiDuMuJXVFo6NcH6hCWdqIVyOdFdnnE2TvdP5oWX9KxVXzLa0gDxk2tuogfyoCZHtS0uBnwsX0SurY1bXF9wx4w/gH4qP+DPPzUtH044TDbrvPbm3mJMpqsoy9c0DU3K4FFCrVoeStCVhuMjEbSL7BC5jvTJihkODe+1p7mQSneyvheEyM14FzHZkvRlo/UhKhpAMpgindT7wfHXkeXvg0p9oTaBPjq/PF9z3Hc8uDnzv0y/5dHXHl6dLjqHhWXPgmTvwzWnHXd8hQOPUSmvcGVKrP4jef+NGiI2nvbJTH6w/RGR05f6Y/aYBxLtSvCxe4RFVevaWuPIkL5OHtb7g8ZL8aHn+8P9lXkv0sZKUVvS0iJ3JGLHl3q0bRXYGCYnmRqnO2Yr2WJ9HfMysDYRVx/GVcHph8PuGVR/mIoEI9pzY/NZwv+ror+Ikoum82pvVvn5j6p4+7zl5QuJ/R5EPCqMrQauFR3/MqpVhDTRe57nx0DZqAfY73is59a02JmPJbEyvrJ2kbIP0qMpZkt+q4F6LGDJfz2GtjgqTNMQSna5K3tVzWoRsLckbvedqS1LZP0wQmgdt44iNzEhz1oS6MsxygemX+0iu3zE/Pvan8TSextN4Gr+f8Z0m0+6QyddC7NDNYwoCUP/JgkRisiaxdQdJwGiwBxUoM6P2/KWTJXQanKc2ad+1zzOyLSWBjkrr/p2j2FHkCGITxmVMG0lnFc4Bpg1QK8QfwGcwJ/vMv2dT+qFdSfZPDnfj2LwVurdKWRx2lvWbyF/95hX/pftT/t1vPyF/3eGq8FCZk+E6E56NuHVAiodUWmy2YsD7qLTM0i84FuXeIRT/63rIJWuqFLIa4ixnZ1IRLcmPJK34h5W+j9JGE+6oyXayahfma79dp0HMVIl3irJJBhkWiVNgpoQuBHeWQkwUBCs5FQ7z9yNm32uAeHLEzhG6juFChd2a2x775g7SK1JrFMHuDIdXjmGjFPVkBSvai5cKMhRbOL4yNPe+oO163eVWz58qz1bLrKxUQKuJqhm0eKOoNOQ8U/T+ulFFcyb/0qTBVXsTcXc9cuyJmx3HjzoNuJ0mtTWZTlaZAbZXJsY4WqxLem8JxKOjee0I60zqFhzSZe9iDdQqurGor0yHv+iXlqBIEVkDW8mGca33sz0xFRkmK7B6nlkk0mb53ugakGUqrE2P8zhe/KMYQ8AcB5oHS1gJx1eW0ycRuR6wNrFpg9KuTSJEy/Hc4L/xXP5CmQz9pQVKS8U5YvqIGdLExMgiiqa2QmwEFzP+pNcSoj7BtQhixox/AH8w9PuOYdVyWiW9VgfBnczU01vv31wKU5Mf8oJ1YIPavSWHFgg+GvCrkThqQTLuPTEI/t7S3GjiGjq1AQvrhDwb2G3PrJuRzmmSdg6OY99gTWLXDrxaP/Dp6o61GRiz5SF03A4rzsGzbXr+zuqe/+LZvwbgf/v+f8w3dzvWbuDZ1YGPVg+cgicmQ+MC3WpQ/QNrCTZjzxYp7KD+OWVtUQFAsNhTUmQUpnsmW6MLbswLWq4gE1WYsqbIo79Pe16iOBzUvz2+hSXVguMCjZ4susyUeCq7RBWw89VWi5Wld1tbMDT5k7ohD2NRGlcbg3ED/ZWhvXHYIUDMmONIO0bsucGMDfvPHOdPI9INOKfsiZUfGWPZf5a5dBRIBhP0Dte1X1Faqeg0tRCrxdL+UnBnh7/zmDEoOu2d0s+pBVOZ+qalMH+0ZUKLQJ6o7WPC3OpU5zTLPJ9RsGeZWRxen5csygAASKk8v56crEUUa8mt16TazsJxWWaMwETVAOjeZfwhkq3aPFYVfVBtgpSMzt2yGLkcf0yVxqfxNJ7G0/hbNL7TZLq9Swwfw7hT2qnEssMkrdQqmpkWyVSpFvcW+2Bm38ouF8SjCNqM4E5mQjvDKs/K3jX6yExq2vqmlH6pmT+VoyFN/U8yowuPEhAeBYqPqKmP6Kv12A3+taO5UxpkfwXv/nHCHQ3+zvL8zwLX/3XLv3v7I0iCLUJN1epqvEzkdcQ0ijSnYCfFcTFK5zVG/WKroEpV1R1HR/ygiKDUWQ04UsmasuSp/5vy/7nOfxbsufbHVSaBIgtmSNizkC8M46b0kxW0JMmMNGtCDVS9l6jfMS+SLWC2y1mglLHVwkJ7LGi8M2AEOY+YhxNm1bJaO/zJMGwMw7OO1W/e0L5VsbRqn9LdGU7PS6+bqO2aGRbHiKLT404fGLZGmRROvbqzNaQ26SVRA1+XMZuRcPDTe+Sk11gV2JoKB2VSK/KbjWiSXh8vNlTurB600g+4/UD+pFWafdAEvPZa2zETRw347FkIo9XrwSoybrpAcg7Tq75AXkbhpY9/oqkzo5VVvVYpjh+ksrUfVGRC+bNR1d+K5kzfMcwUb22VKHNt5ntjOu/VPuuD4HBiMHyAYv+hDokROY/Yo8eOXls8rgYuL47q7WzUkgogFBT34hth/XWP6SOxMSSfZ3VgwJ4DpvaU5ow9g1k52FkqTbieZrVjUmHB0KmFXPs+4/faNztudI01YXFNJ+3xN5VC7vV60PaMovewUpp2ewv+qGu9bSPbda809WCQo6W5sfqcvV5XsdEe8bxKNI3SslsXKJ25GJ8nkbTvbe74/uo9W9uzjy2H2HI7rAB43h5wJrK1PW/CBb/oX/KbN9fEe89f+Zf6d0ls/EBI6sMdG0PfeIZgJpTSDHqtxkYT/WwEn/Qe1haIcsFbS/ZlzqEoQDMlXtkWAciFqN/cS16+W4QcM0nmItMjzalQlrIEZsjIUBZXM0Gc0HjCRYfkjHkIpM5xfrUmO6G5GbCnkdQ4UtFkEG/UCzssaCalt3fYCWFlsQ/6feSon2f6wMYL/XXDyWScizibaGzksjkTsuHmsGKAx0r9UR0I6nWUXFnjauGuKnSLXk+HzyB2lva2pTkV66+kaPuUUI8RiVn7x12xLxsyp9ExZoMlY1witlp8no6jMNSTnbduMxZf6Fpgyixs/vKcSOf8uFe6ipFZAzFjTwl31ALzRM1G7xl/TJghIcnq/pplSqanDqDaNlZCi2XBUeON/Ejj7mk8jafxNJ7G3/z4TpNpG7QHN24XcJVRireEBUJWhwBBcA9G+6CbYpnUZuImK927iiENGqSZI7iDMG6FsIvQaTKkQi5LpHmRVNePK5tTDkZ7n0uimQvCXQVh6useiX8Y5l7QGvyPBndvaN/JZKlkz9qX2NwKzV3m9Myq9/FeVEHWlx7CSoXtIqbSupMoBT2I9mu7RNuO2CJ8NQRHTEoTC8GSkpS9fd5wl+ImIRhSfKzsPSXbWUoCpIFw6DSwceeMKcra2QhmSLiTBgtK486zMJVj8lhOrlCBS3JpAqSSfE0j1+SzFljAFi/jipbF1iBXawDc7ZFsDGZMbP/8ltw64qaFtiGulObtbwftu7s5Q95NvajDpdD2mkgkXxS2BfqdxR8T/ZUhdGAOltQoIpeLdYr6bum1260HzkA6llsr8VgI5wNUCZho77ZQCrXPX4sUYW3xxkDbkBo7JaTZzq/XYkTG9fq4CUoxlyYWJXdYbQbijwP963UJxFT0R2phKfOoHeHRWCbVFbmCEjAKcdcybs2ERC7VwqecXUqsWbsgqlr7BwWo6SPrMeVv//2ReNkf8khJ1aCHQBUPc02kcZFUAm0jmZhUSNDcOlZvk4pKZXCnSPIyoXTZmZnrD6Vok7DnOM2zCXoRRF8pEiWpS7mo7avoojspCqvvz3SNaD+pJtLVHi12ENZ6ISSfCRcR6SL71LL9Tcbfw/m+QXZHnu0OvMsQ3nu6d7B6k3C9WtgNOxUgS9kytB5zlfHlhmhMpHMjThJGEh+1D1z7Aykb9rHlbb8hJMPLbs/H7T1eIufk+Wq84tena4yN5K0WJX56/5KPVg9sfc8QLUNyxKRWWQNe789BpjUCmIoFWYr+QUiqJwCqLl36d7OIJtNFvA9rpoRKaeEZM+Qinqlrngk8ZocImljmkthRE+/5eGSMSutOGRkDOEtaNYSd1884B+K24fxM15T2XcacRirlW9d6FRoTakGN6ToJa+2dbu48Enome6iYSY1huAKzHWmaiLMRbyNrN+i5cpFjLaJNeg5lvyktAKmDRC16VwgXsjeMW2F4pYl//2uPf2eU4RQi2VmycZDL9wEtDhQE2fbQHz2H3PDSHHl2feDtS8/H67NavkVNVuWD4n61S5Q497RPBZGpKGLmpUpEe6lrMSNExAsmphnhrm1MRgsy1WmiFg3FzKh03afF5EnAjzKFS6G0R/HG03gaT+NpPI3fy/hOk2kJ0N5khmtDXFfYV5MJtQjK39oY5GxVITaiiXMAuVeP1FQEWmIRypIAplXLLHcQ3EFpruFK6V1ilQY+qQkzb2DA/NlR5v7ncoxQkszyS02wp9202motXiNR8A9Kgx23RUH6XD2jizLtR6oaXVG9tI2YVUBMJhYV8ZxE+7wTBfLVpNeYhLWzD+wQLDGZ0tamiLVILpZYefoq1TbGmMw48shGq44MEJTWPG4XG36C5iHh9wF7DAzXrb5v0oCBGhDVaRlrv7QGidP01H7aD8aUlNV+7EFfr3ZbmeQN42WjlOcHtUTprz0ybrF91OTAWtz7A+49kBLpck1qnXpInxPtbeZmrcifPc+BMQKnl4L5WnCHDEnY/dLQ37f014ncagQrLmN8xFil1vfnhgnOLwpCplxL03d+hPxC7W+siaI7ar9qWBnirkWi5/i9NeNarxX1rBYtsOQqYKZojhkgB6XW16LJ+dRgTCI3CRlqT+Eiyf9dY8EI0OcXP+ygKE/qPOHlhvMzR3+hUf24E8atJgPL985OiyWTJVild9eCU00EKlK/SBzmuXycMPzBDzNXDWKjxTVb7mFDYZIkwxhVAGz12rB+PSAxkRpX2gCUbpydijBKyshYKKl682tCPdmz6fNtqoUsQysJf1QthGQFU/yC7SAkp60R2itfRBGdCv2ZkMtx6z1lhsKaGIRX379j93nPz//f32P3C6H7ynG73fDy2QMpGvy9Yf060d4EshHOl8WXPoC7NZxbx5gMazdgJLNxAxs74EzES+TaHdmZMwB3dqV91CbRmsC1O/Cxu+Nd3HIX1vxHu98QPrf8Zn/FafQ89C0rN7L1fRF/GjmZwjaJgjlpMXTud2UScctWlCY/ncMFGg3gLTmhCa4xC3VvmJFrZiu4MM8jBfGuY2IDLNaRyTpLBEIkDyOEoHLw27WeP8pxOmV3af98VjutMWoPcMwl6S+q+kbXWzPUxA/6C8Nq6/H9iMRCYTcwbgzDhap3W5PUXUIyCcFJwtmiSUI51qo/Yuv3ypP459LLHhGiN4wbsNuROBbtDN38tMBgjPZMpwU6bKQwJrTQy23Dvz1/zj/qvuB7uztOH3su2zMxm0fijJILElwKjRLA96Wtxs92j0tafW48qfXk1iq1fFTrMEal1UdvpvthWSyMHZyvDe7sJheDuk8vW4SMZC06y6LA8juK0E/jaTyNp/E0fn/ju02mU2b9JhE7y/FjowI0NmMKLTZ1eQ62AUbB70X70koQIUkT8tUbDThrsjfu8mQhFVe5CN6oCqvtnXomr7JaZjUJ8elbKNi0kU1o4uPkGEEtPT5E15aJtDAlptnkCWkYdhr8jDsIG02i3EkDZl71WJsIg8V6VfLMWTAukc6OPMwiZ1hN5sRpwiZALj3UtY8aVJDKWrWZidFwPjTks8VsAtvtWdV5TcKYNKHYVZxMRGlw0Tm1s6qxXyoINRZ/H7Bf39COFwwXO+05Txp0kIsCb1CBI5p5siTnkrwzCQzV956Q6Qmh1sdssQYyEWxfet6cgBVFoAXGC8/bH6+RkNn9ZkX7rkdyJrWWsHKMG8P5mcGdYHfX0946zs8VEa5Bqjsxeauu30ZVOs7Q3hpu/54wrMr1aTLGRpomMkarHuP1mnAJs7gWlt7Vek0x2XWJ10A8Gy0GqV2KMF543CHo9dzIXHhYJLmUAlS9vghG0R6rny9GRchwCQbDZM2WmdHpenyZicpaE3XXV8RME7Es0D/vOL1wyi5pSrA9flCHqf+/LBwsHns0fsfj0/VQAtq8fN4f+Mirlmxb4rbl9NwwXkVWfq445SwMxdc5nR3t+0xz00+IqCYllARhcc9N/7Ow4Snr2NQvm0qf9ZCwvUz9/MkXD+WFX25qhf7CMhQxyeiZGBZVUyA5FC1EsCf1pP5ffvbP+Webf8j/ffxHrL8S0i87vhkNcnRs3kLzELF9Iqwt404YniXMWXAHLSRZyXQ24E3ESaJPSt9d+4HOjKxNz5U9cmWPjNny29MVAJbMM7sHYB87/pP1X/FZ847/Y/qP+epwwRCczqmb58yJFipJMhWKavIXG/3ekqueQ0mwKj36r2NSVLq3LcmtN6rmXRkbzPdSTdSVPVLP73xC6zpS20OyKShpCIpQW4OMQdtGQi4aE4HuveCOSofGiqpjH4pwmgi5a0i+IYvgjgl3MoS17s/jVv3t3b1VJHyMSB9w54Q9W4ZjQ0qCNSqQdw4eV5gExuminqOUJiPKOq7X4NSaIGiSaut1Wc6Hi/SmXN8xTxZds5OAITdzeCMhYWOivTN0bzz/9Ov/kLsXaxobeLE9sPU9D0OnE748X1LunXKIJmR10nBZ7eWKZkS2hrxqOH+84fjKIzmzfh1o3p+RUXvWJaUpEc+W0l/PxK4bLoTxVoUzJfBIEC0vdU0+iENqQZVFceVpPI2n8TSexu9vfMdq3oIV3VRMhLBAcmObVdl1kYzK2eEOMiFbyUFaZX2fM7ij9tc19yXAcULs1C5IKdMQt3mq+LuDwN4SO0O8iEgbC5WqANWZuWr+O62E8kzhrch0TcjLcS8FPvGJ4TLTvSm93SX4cQcVIdt+HTg+t7z72HB1eeDh0KmlEprYS7URCgI+I60mSsYolJGzKBJdkGmlhukBuJIo96PXftqbhoufG/prz8OPDOuLM+t2mBDrEOzsa1nRbJNxJz1f/phZvYuMG4NEpVunyy1y7PH7DfnCqmgXuShjz7YfSxspTVzzFATpE+Yprc/RRFH/kJwmf2bImEGDs9h4srcaNA0Z2yfMkOmvhQexjJsVzUMsCV8C1J7r/AxMaGgeEudnttCk9fPtSYOaauE0eb/GjCnoLoWO51xiGCzj3Ro5W+gi4jOyRBf+OlRV9P1Tmm3EwjrTP1O/c38wuG8G1l8LYdWRRfvrpvvIyWSJkzyzen19+4KMG6M9gqleq1XYr8x58pnx8oNDSxDvVdxM+/mUDRAuvPaTS5kv0blq7xPZmG9RuLNRer4qSZfH6lz8riTazp8/iS/9kSTRdaTOkZqW4cpzfi7Yy2otpPd5beHoe4e9s7R3GUKaeksBzJimoFxi6e1cJtFFpOoRFRymtUxi8TfPtRc1Ib0WcGJjSI2Z7kdlBUFssopJeRi3mbiL0CTt+wwCQbh7WPEubvlff/zPOP2PPP+v/+pP6N4KEltdE095LvBYFb3K1wPx3pP3ltxGtk2PN5FT9JyD5xQ83kbsJnPpThxTy4U9s7Mn9cQuXzoijFi60nPyl8NHnHNDY+LkoQ0zYwegdUEtBWUutqmVWNH8KMmR7eeEbilGlStiCvO9mZWCnXHgZfpbFeybimyl2Fj0Ab/VGiFxJlH5k659UqugzoFziDXklDDnWNgIGXvfYwbVZFBRsoicevIwkGNEfPGR7hrVmjhF3NlNGhhhDedrS/u+wZxGTcD7kfVvT1z8bMvx1NI/9xw/VQ2PPmi40YfKb64XqRafk1MEvrYmSLFMy1YeCXiZWHqIH+3Fi2sXSK3T/SCqvoU+qPoB7gRf3FzxZ90nDNHhrQqSSV0XFyNbJqVxUxTqbdSiuDsnZCx/bDznT7a8/3ue84usa/bZ0rwvbzT5cRdmVTNfR1MxpOpq1LWuJNBVyduYpOuizRMLYVmYfTSnT+NpPI2n8TR+b+O7RabLZmlCqTCbjASDBNG+VKuonwjkqKgyudKHdWSjyG5cKXV6PKoXafXetffgD1D7y8adotaxg+iVjmpPggmOsFZRKRqlgNeeaT3Y3/UF9JhnFe8Jwp56ZfMgmJNVX9Ko9N32NtM8aJ9u3RCTF07PLHYE+94zXltN0Hpb3qqIgvmkQYVLWFd7YkvCn5mUuqceq4UaqC8U0ZQV/XQHDSxs33L4iWH1iQaXVjLJ5KJCzZRUmyYqPXtgQk7NmDFRg5Tx5RrTqwWPO9UGXDC+6MJWhDk+RlbrXP6uOGCi2C17PYFhK4BBkqd7c8bdnpFhhF3HsF0RG2H3RcAODhMyqzcjkjJhZRGjKEt7rzYv5yvDZohK1/SFiu7RRLkUbvqd1QJNo8hJcwf9C0NeIIXjscG/c2SrgkRUATCTZuGYMg+PEut6iaXCyij92NWLWfvoBHscsENL9EL3LmDPgfOrtlAO5+twmkejhSERLY7EBw+l33tqEVjOddTrMXa52GfVok9JpoNSesed0rqz1aSn2SdiI5yeGwYrszVPpTLWYHGitD8+74/+/1GRpcz/X9fL/Qc+UuMYL1uOLxzDdWK17vFW2Q8hGlJhmYwPLduvDd3NAFaTiuxN6XvWe3TyBK/tLPVamS4+Rf6Wo6LZynwoRSQU5VMU1nK+soS13tPzudOCZ2wzcROxFwPrtVKmh+A4HRtC7/iX9z/kf7r5c/43n/5f+F/99655/a8+wpZeZDvkR4lCtrDe9RyzkN5bMFogjFk4hoaUhefdgXN03I8dd07FxoxkLInbcVXYOoZjbLmNGyyJmA3//vQZp+gZkiVmtRgL2WDIxa8605jCCnDpUe9wavR+0YKfmZFha9TneeqNLslezJiUWPo+ixF1ivB2VrAGqkhfLnZys+XVzNjQ+daDsYPactlzsayyBmmbxxeVEcatg9RhD732FY9B+/PHQB6GyUIrh4iMQYXUgmDOkWafOA9WEfgGhgshbBz+fbl2QsDc7Ln+qaM5tNwFw+naE9aWc9mbQlCqe170Atd14RFtWvR4szWIK0W8la7D1qaSgBudW8zUFpG84fyygQzNXcCU1gWJWgCKjR7D2/NGqd11KqubwQfrsgp76bpWr8tsUQeDsRRzty0PnzmOn6rFW2oNh48szW1LU+jeOKMsi60i0WaUb7NsFp+d07JfulpU5scL4Yd7CXxrXX8aT+NpPI2n8Tc7vnOad1UCTg5V2y6oFUX/Zhqj0V7pSvc0uskJJT4swXfYZg3usvbnSWRSnK3otdK0Ch38UgW+VNBKyMHCUZVt1VarwpFlE/vWxoVSbLP6MAOKvhhBekP73qhibrGN6a/h4UdC9xpMRegc3P3piL/ocf9uiz1rj6srCqNpNOq9bTJ2kURDQTNL9dpIJiXKxksRE1Uf2OFdh7kY2WzPpJsWezYcP9We8+YOzF7RghrgWJOKXYigsV/i0+d3/OZ7LZtfWYII49rQ7JPa5tyeIWfG6xVhZVRRNinirCJkMqnNStSk8Vs0xYXa95RQJZ2fmGQKZGyfiUVpOKwMyRv8FzewXnH+eE1/JbR3WkTxx4w7JvzDoIWbPmIPajXVvV6T/vSC83PhfGmQkBUhKnTy0M0sCEo/c38lnF8mmnujNFb9EykJrguEC/XbRcC4NAXjIplx8kJZoO4fBFM16axzkEXVa8+frMlGCG2hgTrB9AEzNkQvk6XXNH/l3FM+PwzC5uee8SIzvAhINrMAWT2mCP5ev3NYlfdJMyqdjXB+7umvZO7PRJO15IXUCONWUZfurRYlYlPPpUDIUyJQqfuPeqUfrQ3z95+S6t8Re/4hj2xVTf70SkgvBrZdj6D3Qiz3/DhazINl/U3GPYwkb8mNIbaWbER9wMdUEuDCDKmLx9TPWxLsKqgEui6bYtdW1pNJ4Kgap2ct+IS1KvzbIeMP2iOdBcSJikkCu66nsZHD0HA+e9Jo+PX+mn8/vOKH/j3/xff+Lf/7+w3n9yu6r5wWQs9xQtNTk7lenwA4XXrEJk7B01nP8/bAP9h+yY+bN/y3+5/wq+MzxmyJ2fB23PF63PHv33/Cw7nlfOVpzYg3YRInC8lwig3n6Dn2Df2oNO8hWRoTaY3aC678iNh5rqoLgS1WeGbUQqMWR5VmLP04zZUyAGovry56EiJZoibSJfGu3t9VH0AV+yFV9sCiFaYKA9Y9KTl5hMQufaBxlthZ+itH2Fja9xZ/e8acehhG8lj6q41FKpKKFk+yz5gh0N6MNFeq7p7aKi5nJoE1jEFCxN2eabYqYmK8snPcJIy56ANeFtCiYAdlFE0tKEG/c9h6Ti8b7r9vOH0+8rIbOHcNYeWU0p7jxAgIa8fhlcGM4B9A+kz2SqMPa0PYqMp4H92034WkBRTCYl8y6PW7WHRUXA51Jxj1OHPXEHYN/ZUQLgJ0keAMh88cJjRsO6tU+pwZLgzjhe4lfl9v9PlfbacofdnBTMk0MLVe1Xn7VmHyaTyNp/E0nsZ3Mr7TZHrYWMxGdBPaxSlhTU1WpWSYkFdzNkoHHwvw2zBvxCXgNqOo/68t+7OtgU1Rk73QoN6ddCPr3mfcSQhrIWxUOdtEmQOZQUijaFLtJyhHEUZBN97ic52aTG6AUY81bSPZp4lmntqM6YXwYmR9deLwVxesvtL3GTfgdwOvrva83myQCONDw2izVpklY3ygaQLOxanvudK/pn8NUDyNNYl2jMcGBsP6C8fpM2H97IHDxUBoLeE5yMki2eIOwvubDTkL7WqkKYhrja3Pp4b3yZA79cH070vPWFKRrHDZ4m5V8Kf29ZqKTjMX0ycK2+8ai0Sr9oBNSVR9XLSXcvNlIK60r/H0UYe7vYQQS3KtF8bpuWW4ENZJqZfmHJDjEbnfk/sBe+pZf7xmuPTElZSeYEXizCilCJOn3snmPtPeZk4fQ//jM9w0EAzSJHIWfBMIK4e9MaT1rOyas2ALRXRKEBffWYsJJUku7dZTMQEYN0JsnAZvotfz4SNPckUxPTOJ1kz3g50piznD1dWBm88bum8sEszUZ5dlkVBTilDHwgBpFufAwHDlOL00hFURz4uaRPdXesO1NwmJwuF7JVkOi2NanN/a3lCLFstgctlbXa+VqcAAc0L3xzCSImnDRabdDFjJUxKdswbWYXB0N4bV2xEzRhXWs2ayZzK1fzpW0bGyuJlFr2rWa16vvcJyoaw9llnFvd7DJQnX3ta595MM/iHjjmUNyJpUhkuDN4nWBs7GkYLB3lu+eHPNP939Yz5q7/n16Zp1NxB2Dr5yRS08ToigBNWAuFqfGD5yNG3gNHpa2/D56obP/XvexS1fnS8BWNsBbwJ3Yc1PH17y9btL4tnyjYt8f3PDPnack6czI6+ae/axo0+WL+WCEAxjMoRkJzHHaeQ5kZZYqN1HmT21jbKMYld7yzV5lqn6OZ/bOiSmiX0xUfBl8Tm5WGKVpHli96THld3oob+wmMFj70xhFOgcYi2IrhdhJQxbQZLDPYiKY9VEWgRxVv2oa0V2Mdx+pLvxDJeWwStledgYcue0CF2+g/YSK2usbUcaG+v0cRp8eZqyzlIV0Szfy8Q8zYdkRaSPH3ve/30h/vjER9cP7Nqe09Zz+GTF9ss17dtTuU4NsbOM27mdpF6rYWM5fGQYXo5cdkM5DVrUCNmW/5/3HP18JiaVakUUpDhpa1P/8ZbYGI4vLcNVRtYB4xPJZsbncC+O/trh91ogGi6EcBmQKITOapE8lyVQHp3O6SDqvZ6SkIpHdxaQqahSEfU8H/TTeBpP42k8jd/b+E6T6f5ScEUsLLdJqW4ma+9Q9Xw2WVHpo8w+tWamek+2LDXhKpXl5HKpbBdGXaPJdSriTmEl2LO+pztqr1tVTI2t0sBF9HE5FbXwXVAUejAT4o2BcKlWL7aJpJuW5t7Q+4xcD4R11GKAj4Szw64C63bkfau93tUqCiBWOnVQVBvQjXOVCuosnM8KW4ipqtwFPRCmCnZNgEPv8F8XFVqB3CQ6F+jWA6fcqvhLQVqaeyG8a8FmBpNZtQMjc990ysLh7Rp36yBDc1C/5uwKyr922L3BHUbMM6/BdNDMMDnRxAyQcQ4Aa7K4RFbqmGi+WVGZ6mUbS6Davg2YPhC2DftPHM3HO5q3B00CvZ4b22fGjeGYDatvrFIaK1JjlRbo9wH/4Bh3et3YU+k7LoGqGbQ3uyJA6zcjH/83jsOnHWaA/feF2ERScASTsV0kbF09dZCFHIUoC1Q2LZLFBTpfBcQ0cJM5sSzXtz9kNl+PnF56zleCHS3ulL4V/Gkwnidl+hAs/9HLL/nRD/4//O/+xX+KHC00eZHIK3OgHrQdwES95rOlMCoch48tsSvHZKEKBqn4GDT7RN5rQFoLKpPdlsmz+FqaA0HKHE0Hv/hXqcMlG6/3ePXi/iMYZoiMjSYkGx+IpVca9F5PyZKPjvYd+Ifx0Ws1CSjBvylIaEWgM0U4Mc+J8e+geU/+6YZH/ajRz8mjOyeSUw92cmGC9JnQCueoastjNIRy3EY0SW9uDWNY8992P6DzgbuHFaF35LNldWLq4QawfaR753lzs+Pzlzd8/OxexRILovhm2PLPbv4hP7t/wXH0/MPnX9MWawAvkQt/Zrc9cbANjdPHx6SJ37U78MPmLe/ClrfNltYHDtJO3zVlmTyJdfL0e5pS+62CfxOz1mhSW1FSKSJk2TMn0iJq1VT/thCHe3RtT4ld8amvt0JJOLX49JhtEBsVhNOiUzmnNakeRtwxYoKbWkeW1P/p/Buj3tiu9jYv2ApjxD8E7MlgVnMxeLxoMYceqQlsTNhzUlvKwZE34E0qNo2GPJoi0jlrStSEVUIp80zLQmZcC8OrwOcvbnmx2mMkM24sv/rxmrd9w+4Lix2157q/EIZLLYyfXnn8warg5LXh4UeJi4/27Fo90FjO8Sl4hmgLdbyce6vrjS1tC6YopSevcxdW2tpyfpEVbd4FuvWISCZaQ/aR0EYO1xY5W8wgpC4i60A+OFKbZ1eDTNGUUFBgYmUtEupJ9L24NiyvEzJIQbXzE837aTyNp/E0fq/jO02m40qQTqli2Ay9UdqUT+DSvHkMBttXNKQIj/k8JbOpeO4mXza+EXDMfsF1s6mUXVNUvkvMZIrSd+1Lc6eSkHulcSWvmyqF7msGKd7VmbiNmM1I0wWMSZxocQcIK4O8jIiPxGC1mr0OeB/pg9XEsKDrdoDTvmHftUohSygSXgoKpo2kZBgfGsxRq9lcjvhtDyStVpdR46c6d3ZQcTYyquQMGJNxTcC5RO884HBHTeKyRQW17GNExkjGvnFc/BTOL+DwkSFZR3ufaB70ueGiRcZUhMfAnWMJFC3RF1Ql8DuToZqgTaq0SzSyorRZz/3+Y0tsNlMiaQKkxhB33fR+oRV2v+oxoWHcqDWQypI76FrEGHLXYI+B9ZvIoQSOky1N1MAmrJXmnK1eN+PWsno7snqjn5N8y/211SJQMNjdqEWXJI9A2ZxlLhSVQKgm09XHN7QqtDRRNr0G2pONkQj2GPAHy+m5I7k8IYbVXitZmWy9KIwFsp6//2z7F/yfvvenfPPLZ0y2WqDHJUyob/W3VZYIIFqUGLdMSX8qvdxSqNvjWoiNIWyEuFJGxrJQNKEvi/+X5R8/GNO8VOR6Svx/9/P/EIfpi7+0n1X6l6q+MRjcnWX1PmGGWCjApSA3pkmBO6dK1Za5mATFBstMdO9HSVWhd+fS65v8vP7GVm9Md0z4QwIR+mrnM2b8Pk7Fyf5apqJOzEpbzUnXWjPA8dDSW89412KOBlN0BWJn8IdyfY2J5j4Tbxt4CR9v7nGSCFmT9Pf9ht/eXXJ3t6ZbD4zJqkcx0JmRv7f9hpUd+fnDc4xk9qFhZQacSfTJcxvX3MU1IVn80sauVLpSMRVOpYg5i+rNxa7lY1CKcakkytUCC0o7UjkfrtwTxWv60WWd53sA0T1O783KKEH3ykqvzvO9YoaM9EGR5lz6bGNCDif8O0+3cwwXSj2eeqvxepzLBN8aLcBEbRNIrQMr2HPEH2C4LKyvjXpO+7sGU32tY8Tf92x/0/Du2Zp3NvH84qDFid4hZ0v2iex1vyGICogeZ9u2rP/BjIn2PmNOih43VtXbr9oTh4/ueWt2HD/1mMGQnbLa0iZCFG6zwx21T3q8yPCqZ90OehzRMkRLTEIfnAqjibLISIWRZjI56DoYOiniYVrcGHbC8ZNM+qjHt6E4ZqTJhjJnsC4R20BcW1I0iE2k0eIeLBJZrNWQbCasZGZ6pCo8NmufLMQO9B+ZX1/XyQ9rYk/jaTyNp/E0/mbHd6vm7bU3M65UHlRGo4n0wus5Dwa3V4r3rO46B+QaVOjGJTzuw43d7Fe5zGwqRS85DVSjh7gqf0wy2fvkmrQ3xXsy1CxHA0ETQO4tIUNqIs6pcFPYQNwmmrK5OqfJcEqiitq91+9b3ic1YDcj267nTYceaJMwTZxUtFPUSr6Miur0GdJ6KOrjBZpciI6JZIxPWjRoIK4z3VaDiM4HOh+46M6892uOm077pkcNEmpl25isfXp5DoibQ+b8QhguAdEge/06IAnOz/wUVDb3EXfbq9/mc7UKqejJlCBNJ5k5YGQRoC7HImCNKxUgS9bQ3ie2X42YIam4WAZ7UqG54cqz+c2R2JZ+cGeYLnnvyKumTFsugnFMtOIq0hXWYG0RVLJwvjIM24b2LtK+G1h/k9j/wJKuRu2jsxFWEA9uQqaXoyJ6kzJ40gJD6ITTS0VUUqfJbWxKz3nWxPX0DLKsQHikbF4DbSgo0VaD0RTmz/7l/hn/dvc5L9YHXq8v4eAeJamg13gVjyIXa7BQkMiCrMcuI0HvkXFb/L5HvVfCWghFXOfDc0YuRYHluU9oUl+f8+im5lGQuLwm5FsXxx/mkH6kvUv4O8vppcfZ0uKRhZQMoXesb4Tu/aje0q0r10t+VICRmMv9p7+zRKP5NjFAH9Sku7YSqBr/LGZGZlLGj60hG+2Z73emPK7q8qZcgxkIyTAEbQkIu8x4GVl1I6mI8zV35tE5n/ywrb6nBKG1gevmiJfEmA1Dcnx5uOT+YYW8bziNhvfP15zXHi8RI4mdPXPlj4zxFXenDieJC9cDI+/Dhruw4s2w44vDFXenjhjMI29fFS7TRM6Y2Qu+IolxlYmdLhz5QZNCTUZL8Q4mVLr2rWOFbK2iwLVomLS/3YwFBS1rUT2SZMEknaBl+0OlgoNMjARinM6hFmIieYjI/YHudYPtW+wxKB3blP5oW1pTogqP5UXRhSEghfJt+6hJb7aqZ9HouthedrSnEfqkuhh3Ry5+4YjtilvZcPfjxLbrydFgzkIebfHZBrc3+L1eN3otaauCHRKMKiTWvmm4/2FL2uo+2rmR5+sDzSeB8wtHiFZV7qMhZ+gPDWFtdY2pTJqT4837i+kSz7EWd0Tbts5WhcESELToUVHg0IE0ep0nr/u2RMhHx3CypSULLYJnphYtsraD1f7r5iR077TQ1V9rgTXDVKg0hVGCmfU2RLJ+r2QeO4tU7ZjaevZHVGx8Gk/jaTyNvy3jO02mQXuZc5ugJr2T+FLZiILBHecEN7makEihAjIF4LXHbAow7Ky0WhFpYE6qKWCMVGRUo7jsHiPT02vK5hguI9kbTWzvBHt29KZjcAkZ1Su6CpelpBt7SkJOhtPZkYPBFdTN9op0x72n3zq1kTEG00SaNkyvBbCrQLwQVagetYfKLuzEKiI9ISsmMT4L4DKuCzQ+kLL6fg7BcnvqOPW+UOALCpSL4FnWgEXEzHpDxUPWjCCt/quJjuAPI9k6hp1Vxe/R4FaO7M2UJC+TyG+NCbakKLrWE8QUVGbDZE+SrdKKuzdnpC9CbSsV1rFjLmrDQuycBoML65TsGk0UvJmvhRL/2EGDueFCcMdcEFz1yY6tMG40IDq+cpgfO9bfJPyDMDzXc951I+OYiUc3vzHzd5uSycXDqYH+Wjh9HCfhHX1cxZwkKkKTnTBcKNvCnfR51QIuiya0/bXoNQTkaKYiwa/fXvN/GP9jDn2jMXYEMTJ7lC4TX+ZzYAYtXgQjhRGCoiRGjymu5nsuG00scpNIjX18rssET33QzEUtqo1WLQiV+3jqqV6+xx/RyKsWMya6t477Fx1DW+yZKOvJ2dK9zfj7Qa/vRbtEtceqAl5K916898KTFxZTuyh46dooU5AvURXB3akKk5VijoPYCf0VmJ1gomX1LmhCPWhBNCZDlIwRME1kvDKsXx642px4OLcMWYUQlTquLST1uLNTlDt3ka3vaU3AS2QlmfvQ0UdHOjqavTBayyn4ydJqTI671PDF6Zo3d1uG+5bXJvH97Q1GEvux5W5c8ZfvXnLzdgejICu1SKw0cgwqRGYD1kWCVx2FqscxXiXc8zMpC8M3Hc1DQfIXEKGMQe+ZBW0oO6OCh7EIky0KHct1aUIhHXMvcUm2q6hjzf2rFzje1c1A/xAThIF8OmHuWrwIhKRK3jA/z0RyCEg/KJNBm5qRc8bEBM6Ss8OdEyRb2jdUd2S8sDTvHXI2MIzI8Yx/Z7n8hWW4aDl83HC5PmGbiAwN/kGm/dsfdT1PTkgrQ2zVcrGumbZPrN5kbvcdw7WjMTM63dnAyXtCNhxHTz869scW+96z/lLwB53A2ArhjSc5/617rbJolq03Umjdtf3HFsQ4BS1MNRmaW4ido7Kupjab6T4r62jIKk5X1sBmHxlXpQ1ip73jEqtrQvl8r60M36o7lwrLbB8ocwEqiq77T+NpPI2n8TR+b+M7TabtoPZUlIQwtx+g0plZeCxqZT45FNEqyQPM6FZs9UWVKigjpXILhTGmw0AyKCWs7jsy/5td6Tv6QOxIJnEyfTNN2FQlfPszh+2ZenX32ZF2muyqeIghjQb/RUtzK8UPGMiw/SYi/8px8x9eTv3gRqDxgQyMo2OMokijzYxXidxGvDD1UtUt15iENYnT2ZO+2LC+KV9cGh6+12I/v8WazPHc0O9b7QFfJRWRErSvq1frndm6BHIyhF3k4fsOEzWha28Tq7dBUaMx4feB0BlCaxh2BjOqPUnoindo0Kp7rPNX7XQWc7wUKluekxrsV5/QcSscPrYkt2L1dsB//YDEiLlq1EN81CS/f+5VWCxk7ClqrrpQqTXHkQY4PXOMDVNv8nBZxL2iJoz+QT3Mx43aUBkn9Nd6McU2Y2wm5VTE4RZBdP1X8iTmVQsCNWhS4RyU2i9z8pyazHCthQ53YuoZz1Jtg/R1yRf6YQfDdZ5V5ROqQwAMueHrcKnHMS4b9RYTXG+QRQAvSRGZ4VkqRZKShBd0sgrD5XLfpCZDFEXqFih37QGviNuSppgX5zdTAsUJZWFRhND/+WNJqd//ox35s0Y9aceZ3i1oMm33huZBE9zUWC1gVFQa5jk2BZ18VNzgUbKXyQgyCZd9qGMw2WsldGF2WuxBNNGNLYwXCUnCcC+s3oDfJ/zeIL2hHx2NjTQu4NtAsJlXF3taGxiC48Hkoo6dsT1Tv7d6TDvOz4Xmsmfn+4I4Z1oTWNlx8n9GdJ4OQ8OY7UTT7pPjGBq1DYzCefCcomdVsqP92HK/X2FuNSnKXaQt3sNDcpA0mXYmYW1i8FrEspXB1CauLo7EJLzfe01mKfMUkyp2m4J+eqfrT1VWL+eGLCRvGbeW2JV7ZVofmPuqy/ecEqlK8YapoDZuDLn1iiSXhFgar5dDCMh5QPqFZVYpxEjKU1Kdc9YipJHJ3kv6AYIlG4M9JfwhEzZS2qZU/KzbNMix1+IBwBjw9wPNXcPD0SkzajVwtiva93kSCbODFmlSIwwbTTLtCNnUloKoTJnBEkq7gDMRBzQ2MCSrrAfgeG4I36y5/kvh4lcjEvR7JKvXU21ZkJynNb6KO8K8ni73nNrPXc/Z/HjSVogyf5JRavyy3aIUHpf3lcSM21j6a08orT21OF3jnEk5HrUCq44d0eSpJUqq4XYtOn9QqH0aT+NpPI2n8Tc/vltkOhdK6NSHNpfjRSCH4gE9oomBQ3us4vzUR4mYy8ROyGXzexSUs4jJYUqylf61QKAXh1HttjS+rxuwQFRKtBmE7DJhW2y4SrBqAvi90CczB7ClVzBbJiG1WgXPAu4M9mCJF2GirRtRT2iliQs5WU3+dyNtN2JMIk2CREy9WtYk2jawfzZy3BQa3Z3FPRgOp5auVWrlhPxdjpyajLuzmixFpZLOPtWa7cgmcPwBtN84unc8AgqzN+qhGouthxX6Sw1uYqfBgY2LRLYq1ZZjWNq9THT+RTK9PC/uWIL7COPaYK49/rUU1CzSPmgwVnu3w6oEZFa9yiVnzClg92oJI2s/BazJK2pgT0LYyNTjHTZC9y7hTnr+tl8FzteW/WeKrsS9w2wCw+AY940yLbKoO00q9ia5Bm5MqKxk9Wpuf5FJ3tJ/FIpQl15bSqVW9oIKD+n7upPOwzR35XqWCOZQUOE027pkY0it1f7bUWZ0uPZOJ5lEyCQvzm25/ifBv1gDQ6biwJQkD0I+CXaQqf/+28iyzDeiUApWJZVbfG52NYlYnP8Pj+0PfNz9D3u6jx8Yv9zMbgJlhNHR3Br8MRBbS1w7khXcORaGSZ6pxpTA28j8uMjcc1vuWe3v5VESXsdkhZYfH0dFwHPRlkC03SJboXkY6d4b2neWh2crnNVCH8DF9sQ/vPqaQ2zoo+PdRqm69ixwk0mNgZOyScLaMFzCxebMxg6TVVVX4MTL5oTdjOVzYQxKybZkvBm5dkc+Wd3z6/UVD73F+4A3ka3VxHztBjbrnvsrp24MVtfdKppWR7W5y01SvY9yP8vRsj+16n1cN5iK6oMiuwkV9Crzro8DVp+XRUit1cKjY2LiVOS22gvO8z7Pf+2nlQzRCmEFqXOYhSUW2SApTT3aEuteW3ycY0Gpc57o3NMoYo0kfU4t2Pj93DedvHpOD5deRSr7ASgJ5mlkdZPwbx3vLjZ03Ui4iGTnaN9GTUrLnhjb0qdvIdjZrcAMSdeTBIexwUmisZqwn6MnJsMYLftzy/DNmus/E67/ux730GsvuABGCn368Tzq3M7XdSo+7foE5jagnB+vPUntwqa5rOdjYYVW53hiI9Tzb3RftmdH9a2uSHhYC3E1C0hao4l0MuUxMwtDSpR5Hc6lIPtHsj4+jafxNJ7G35bx3QqQtVrVF5vJxcGjItMimdw7VdNeopSUPmaZE7DaQySJIqYkmMyj59TK/aOevEKBrf1U08gVqCsV39IvqkFjUcAVRaRNFA6fRYaPo4qqmEz7RvsC41nVtMNFonl1JAVP+v6Z+2tP+9riHzRYGDcqkNK+F06NCrOQlgcEzkWMyUQfJyr3sq+vIshVGfV6feIff/wbVnbkXb/hX//qc/zPVvSHBu+j0sM3IykZpYMnIbWauUzzyQK8qp/lEsnnYu0hHF95/DHRPERImXFlNHHuVUwldDIpqYMiEBUZqOfMxDx9UFXJ1fPKTBVePGaHzO43A6aPGoCuLbn1mPsj/r36Tp9euDkBEE3uw9poYDYmzeHOA5zOyG6tb24Uhe0v1aM3NuAHLXSENfTJFOq3Ihp2yDS3wuo1hLXn7k9Lj/WtU6u0RWCdslqmuRMTHbCKCSUHzUOmvTH0r0SvYUoBR1RdtlK3iYIZDPZscIeMieU6t2r31t6iPrO1985QVOpL0t/BcJFVI2BCnxdod5rnuZ6f9hb8wTxq/1YEZmaM1HM3nSuBYTcnw7kEgMkxBc4mzAhdTain914Uwep9K1m/f339H/r4T374c253n/Lnd51SPktQHZMhHhztrdJfw9YT1gbbpymRhrKGlUS59s9OiTRoEG4WgX+mCJLp85cIdy18TZoC1HtT1wJNeEqCmbUYQsw0D5HVN4bhouVWMk070h8anEu8bB64ypaHsWX/vOXGZfoHj2RHeGOwvS3aAcp0WPkRZ+KUSBsyazPw2fqWr59d8NapxsSr7X6ytPISeeEf6MzIm+stPweeb47s3Jm1Hbj2By7cmc6OfLO74OuHHefeqzVWtphykwzlIvc2IqvIeCEgBrcX2hvDya+hSdi9nQSkkjMYa8hu9pDWiZOSmGVFMUXI3iwQzDLtpq53msdmoViVLd6q9MLL4nXajmGnJHhKlq1FrCW3DdlbTfK1+qA/YUH5rklnoYpnqwdT1clBldz93jLs0CRwBf2VpX3bYAft4yclzOHE6puOi5+veMgbHj4dkHWgv3asvwG3j2B0fY5eputNWTdqveWOBn9I2BvP6+std75j1YyTXdwYLXf7FePXay7/ynD5sx5/e9aJM5MJnLY2GDOrrafF/ZGV5SHlfGDkUaJMSt/ufS+PSSrofT2/LO65GteI+r7r5GUkOdVdiUJy6iDSX2sxJWw0BtBDK8c6FbfLvVsLsjCBB+lRFfppPI2n8TSexu9jfLc+0xcZ8ap+SRHckPKTowqSSZgR5A8r9kvkcqKK1vjPUqwtNMiYeqNlkTdnmYJIPth/silodZTHysc1oS6WWv6Q6a8N4zZqn7RVhJGc2VydOAwGcyrUuWAwzUh0CYluChZio1ZdSp8WohNybwnJ4Eya+v8UeS7Hl2VR+M7FSjThTKL1gbtTx7+4/SEpGkJJ6ldv1Cs47oqQjEu0Tq08UhZiazWYLnNkJBPy/HlUoZZyDHbQuQud4M6a8SQvRXFdFmiV9t7aPtPsIyYahp19VNioCGuuRZDF+Xh0zo1W/t1+1Mc7R2wNcdMgv32D3N3TmE/oL7dkK0S7EOgqiafErLS/bacgwXlg/SZwFEdYKcIyJYFOj11VXLWAEr3ARq+r5iFzfi507zO7v/A8/GnGAu5gGJ3XFgan82v70vsfc6EF6vGEtbIYJsaFzxCYkGOgzHvW90saYNfXa5Kpr7WBghwx0Qptn+fAvNdzFFd5Eq95hPwu+i/r/WSHjDsw+WDX+6AG/vbD+y8DBsxKUbJ6Eisir83pzP3aHypg5WLxYmXxGNN9Kh8Umv5Qx0ftPV+OPwSbcW3AlrkYR4u7cXTvEvYYGC+UWVHRs2UwLyzWuNpku0DYcp7PmyYOi6SvIKJmYVmUnfYwV3ugmoxI0HtDkrIS1A7PQso095nureG4KVTj3nI+e94MO678kUt/5geX73m52XNzXvHN+ILm1gAOO2TGlRA3iW3TYxfHZyXRmpEf2h7/KnL/TNX8UzZYErFc2Ff2wMfulvO1x4iukV4ihsxL98BV+w2fNe95u93xb1ff48/efkRMqhTemEjIFpIWxFof8KuR0WTG3ODvheYWwBFWGXdQwapaPNQDtSo2BjPFu6DRUyHDGkxM2DFPxVxNtMqpqEXfyn4qjydHScJrUj3f+5WejS0Jdbb6mBFNprOBFGYkdUELx87/n51Verq35JzJTpFtv0+sRRla406Lj/2lMF612MNA7gdkiBAj7vbE5uuG2DiSbYif9PTPE/2lob1Bry2RRR/w48INGVZvRi5/2vIQLuibzG3VJjEZgqF5Y3n+C9j9ZqC57XV+rZ3FLxcsDeBxoly/K6kIuCUyZUOqXu0LEc16LpVKn/X81g3ZmHJvpHLuSoEqgUzVSr2fbK/CenkF4y4xvJjbdExGWxNswpZE2tQ9oDIWShJtopBsnvfUp/E0nsbTeBq/t/GdJtPhKuArCmqTBspGhV/GYPEPZhL9qImn/vIo7tZRQWTQvmPqL+X5lD2miCcpmpcfIWD1udNYoKKTyIdAbtLUK1r7jJWypy9OjSYvL7YHVs3I268uWXcDw7EhjBY5WqULj5qoxEY4faxoYTZZlZPNt3fEaouj6PP8eE2krdHChC3zN7zrkKC0WxNguACcvrZpAiFYDvcdYjPOx0kDjnIOKso9eV2OBntvJ2X19i7R3I4kb7BFBCy2hnFdxOCyKIugiJuph3KmuQ2454ZUlKqn+Tdz0WNCJR2kqH3KkyWQh7DRiyGuTEm2BXIi3tzhug732YZhp+dMk0DBnTLuHDHlWMP1Ci463H5g9eWB5q7h+HHL6YXR/uRWk0EfNHnNRgPcLNBfmCmRePjHZ/bvGz77v0UOnzniNuG/dvjfOKVAukz2YE+KOki1LLJFFdZpIpIFDawaqDZsNaGWapMyGNobgxmZrN2W98Ik0hYoAmNzIQKUHt/cCmCIXS4FD7WTmVGXes0zo5PL+6wGcotzN1H2y+sTzIwS0Qczxct70Fbu5OBxe4Umz7WY8qGqu5R78Y8lWOyz4/1phdiEb8KESoXBsroRupuACernC6U/0xlkTAXxZFLwloKATv+/TLoXY0pgJl0BXYuUXp9JBd2udFZZMCMm9oAUNHlVGBKhtGYcLLFRKnSOwut+W5LbyHVz4nl74EW35/B5w8PxitRY3Ckz7IS8Vjq2kcyYLT5HvERSNmztmT9ZfcWYLQ+p42bc6POSY5TIxvQ8Nwf+weq33MUVr/sdoCjeUIQ3NqbnbD3PmgONixz6hhuz4qLpad1s6msl0zT6+9A4JKumh1oLiu5XWYsJSzrxlJzWogd5vvaXTIHlnhOXzBOZCsPL4mNyc7GttlXYIautWgiAU+ZX/fwQkH6EdaMJdqUcN7qeTr3TOWsSbRShTSvPcNWqfsMxIjHR3A00d+APDfffdyqmtRXOzxzNe4/ph/m7DSNIoYU35QZ+0XP4bEV342hvgq6nUfe3VCq6kgvDpqjKd+/Vzi22RvcGp0VZ20P3NrN+E7DHoPtBFZyEqf9+Zj1JccGo56AWapVFUG3mlqyOOio1fD5PaTrX2ZppDs0QyzyaqVCVy0mXpHZ2rs9TYST7jFwMuhePFusjzqZpL3aSsT4TdwPnVwZ7sLpuC5BKH3WTkPMfCXXnaTyNp/E0/paM7zSZlq4EVsiESJvaFDkY/IOiWRWRngL3BVL8iNFUMuZsKiLD1GM5IW4FWQY0eSteko8S5oKWPULayvvkkiCkRsWoYiMaHNg8eZCmTi2yxmSISbDrwPcvb+lHx/nYQBKiRxFGdGO2Z2G8jlBUwE2jdMY4JdDz11Sl7TmjMIXSGEuPX7AJ7yKnVjfvZGC00L+I2MuRGCwD0N91bP/SQ4b9nxSp0fIdQjKqJFp7vQF7Z3nxbzSIC4UmrMHViPvqhtx43PYZoXPFu1sFiULpmY4tDJcO/xBVjIzMo8Tog6RwStxKUlXPddgIx48aFSM7J9wpkbxBVivE3OmlsLCOqkGmCRnTR8wQSI1jXLv5+hgj7ps71umC8/Wa5Irg2FYTUjNCbhShXr+NDFvDsFNP0Nxb/sl//6f89Od/l+YWzheB5DLt+0rxk28nhqkGw0zvDwWlyOhBWcAWwa0kyGDwd0ZVj9OMfs2sCw1Ac9ZAPTMnORoAatLbPGT8cU6yY2MmMT876NxNvYEaA873wEKvYBIXy4//rUHwhKrV84hS/FPNTaZkb1kZ0t+lIvX1sXoc9XP/CMaXp0sOhw7jZv/aEC3p5GjusvaRGsGMSwoxVApxXvZqGqZkrtoIpkItNmNSdLIoZ09vVWiv0VmSqe4J+ncTZous2lOvatP6PmqnpQWn2OhrbBE3lCCk0bIfW05ehbC8UaQ4SOKj3Z5f/9Bzd9Fhj1q58Wv1hR5zsdZKhhvWpCxsbc8Lv8dIImVdtwDGbOmT55BanpsDnYw8cwcOoS1rq+EurpSVg+GYGkK2NDZylMx58HiTJoGzyhCqyY22j0Aq60I2MxsKFkWJnB4lZJLShBrnzpFdtRZTrYdp7bPFkg7mtXHB0qqfX4tW1TLSHzPmtDB5T+X8DiP53Ot5XXeknaLNEtJjxLVS/72bBMBS6xiunCbvIvi7AXsa1VoL8M8d406Pq78UxsuW9qDosATtFY+NcPzxyItP7rjbdziXOH3sOX1lcSe93+2YSVYwaFHNRL3Whq2h/54lrOcCZLa6bjZ3sHqf8PukTJ+t18/UkwVFOC/5OZlOxRd9EtSTKi5KUZHncQJdCx+ZGWUuCXVt2cmCis9J2WsaMxVFRJIKyqUZmSYk7Hmh8h31/shJyMFg3Vwgr6NxkdYHDk3gfNJ7JyeZLL7EZFx8SqafxtN4Gk/j9zm+22SaCoOUTQkUmUoGcyoIaE06PBNaNvVKl+fPv0C1r8p2TpCXIlfLpDzb8jzJSKjZB1ShqEcJxXIUVe/UzEmD2Mxq05OSob9pwGa2fuB72zt+ygtu+xXrdiRGw+Ab4rp6CAvukLn4ecYMjuOPRqRJqloaDa4E0cv+6No/DRT1aMP5pkN6Q15HDqswoXjVk9cdBfvWEe4tptcCgOwSsYPV64y9VUS10seGweF9ET7LulmbKLizImEPn1vC2mCCJTnBARKKmMx0jmRKwExBq07PITaWVMRk6zmZLEny4pQuEujpuQWNMaX3bNxY/D4q/bRrMOs18dPnDJf20bluDqo2PvWsCaRWj8/tYbxuca1jvFCEJTsmZeFsNMhDhLjSIKy7jYSVo7tNvPh/On79vWv2P0jsfmEYrh1hrX3Vfp+npPFxIsIkNBZXJQg+FPS6Naoc7zJ0UZGlXgXk2tuSpBo991NAl8q9sECQpz7/GiSWHxOAcZ5Tf6iBYD2muZgx9cqmxznvdA/W96/3yeKcmVAfmxOPcZsJKyYthEdUznrc9TX1y9TPj7Xw8W1E9Q9x/PL+GSla/HooObLQDw5342jv8pzc1v72qWVFHicD9V581BOvCW+1izNL6nEZ2g6hiYcm2ZXePbd45CISNV3j5UcViRXdi10VISzHV2j6Y1Jl5sYEjBJsOcQGK4lPn90xXu7pg6MPlqvVmcYEhuQYk+UUPe/7Nfd9x8qP/J2LN7xsHojZMGZLZ0asJGI2HFPLQOl5lsjKKsKdEI6xJZWL+Zw8TiLPuiNrP/AwtAzRFro3U5JeRdQw2ucKELaZcVtV9g35XTkPxiCSCnI4FzeIUZNqA4gnW0Vb4yLhq8XE6VbI82NT8YzH66WJYE8qFDZRtmOCEMjDQB4GFSAbA0hLahwSktpgLRL+LELu1F5LhjAhw9EXNexStCFE7L6ne98yXDjGjbb9DJcOf9dijoMi3IDfRwiGi+7M268uGV3CbEcOnzraO4s/zEUhKRoqEpUKPa4Mx0+E8TLpvu0yuKyCcdFhXmsBKXaq2SHZPFqHTNCiTi34TfR45jWoJtLLwsW3RmEVTW00HxQOtchR2h+SxYxq82ay7uESmAoQYjL2HLG9ipDJKMhBC7x2EMbRsJeMcxoDOFsK7aLXovORMFrdoweL9AYJQrjtfseBP42n8TSextP4mxrfaTKdKShcicbFJozJ9CdLU1Bpo/sv2RUK2CKZlhKY1b5PMxQk2xe0uCSGk3BLVbrMM2I3HYtkFc9Z9mPWxHpKslFanGgyYIZFEgjsVurz8dquQTLvT2uGZMlZeH9c0brIbt3z/tIRjx2m1+MIa+1r9XsgCLQZgmEcHM26J6N9kv1DC0EI64B1+qHOR4azo/3a4e+F2FmyaYhdxnRFBRpwB6F7mxl6nevkhLApKIedCw5TIJE+6Mk2QrgKvP8Tz+5XmigOG2juMqeXHsmv8Hc9sVTjFT2QiZoffREiUx8vYlvUqW2eKIzLvtsJbVkkh7WoEtb6e3MbOD9X8SV3SqSrDfbhQPKGYaPfqdlrH6I9JaW/GkH6hA0Dpm8YLix26+mvLMeP/EzhS4XmVz2USwIROuF0bfEnDc7O14bLn/e8/6cvWF0Im28i49Zy/DwSNtDcF4q4lOKNeXzNIJoQmQCbrwZM8AwXGnyGtTDsHKnNmFFo32nf+dSPmReB3DKPXpxHqcH34rk1YKy91rnE3JJlVu2uyf4iCa89tFqYkvmcuHmOlp+vdkoyoXZxpf2Abm+L/RGFJlwj0g8WiMX7TYn0QqH8D33c3a9hWxSkUebJcPJs3gnNffESL6rDNZGuCOckRJbzhC4KxW+6MgbsbK1m4oeTX/8upEYInZmu3SUqPWlZlGusfBAwP55Ki0526BoemdpYxqQiX9ZmxmQZoq6XGz+wXg2kLJyjpzEBL2lKwIdkeXvccHO3YbXuednt2bkzljT1VcdsiMAhtTykjnNqiMjkkjAmqwlyuRf75OiTwxT/4jFZbo4rxmRJ2eBEUWpnrSp329KW4zTJcy9O5GTow4rxTfHxNsxCXq700pabXxW049y/PJ3Hx+diKgrOdeciPJUfJYSPnuusUrdT1kQ6xNlTGpAxYIZIaqwWVHKe9DCytaTOkVqLPRf17iHhDwlnmTzAq0iZ9IH2XU93YYiNIXltg2l3DX6MmjyGSPvuzOWfXfDL/lNWbw3DVcJ+fqR/FTh/bbGDLMTtyroYmVhGscvk6wHj1aKsbUeGwTG83xJaQZIhtHPftc6HtgjVQtCkXP9BAe9D8bfpOs5zsj3P9aJoVV5nYp6fo6iAukuYEpcMpTWivh5Ik8ibflx1RJCIuk4ky0jHWHqopRT+czQwGGQQTG/wvcYj7gDumBn2fxzFxqfxNJ7G0/jbMr5zayz9t1TFUfSF3pbNhFk8Kn97g5gSLjP/bqL26U6onC1U5VrNThrQTcF7aa5WirfMx1Q/o26w5XFTaLhS4pJUkkBuPd/ES1wbMWf1XT2PjqHYtADEJDQustmeedh6JFpSS6HslkTGZ90024gpqLRkYRwc/huP3wth5ajUytNFhC7Rv4yQHdlkTBCaO8G8U9R7/304fh7IxjFcZlKbaG4sZhSaO2jvEw+FIsziu6Zk1G+7TkTWQCU2hcYWwN+PSk9sDbZ1E0oWWilIp/ZWVvsUCt1uEoabKI2K9JsAuTIUa+GjINKTR3PW91+dI829Ybi0jBuLuWxYfQH+51+zvfw++08ddtQe7bCx9M8b7DnRxjyhLbGdE/mwYirgJGZhpeSF2CnKbIKiUZIFd84qunPtuf7LQcXdvBYtzi8M4y4zPgj2XcakTKx+0mZOsCuqFzoIW4s/JiRp4uKO4A5FnC7MifQk/LRAa5c0xGm+MlOiMNF7F8jkhCqnWlRhOi/13GRLoeSX93YyvebRrVzo+JQEfZnQ1/lVyKX6CQMiKlpVEHG1w5ojXSkWdMnkiWFSv/Mfw4ijpWnSxEIJ0cC9p73J2h9tpaCRNbivSa0o62cxag8o8Cgpq0lB9EZt7VKlh1NQZaPe8Z2+1h+TotIFmZM4nys7gFkUGUELdbFTNe7sclGjF0JU66mUhYRa8al/sCEhjyjVTbHCSoXpErP+/TR4wskx+khYwIiVwj2W97gJGz2WbNjHjlP0nGKDN5HGhCJWZng/rPnmeMHb4xojOt/1s/R9k/piW6uMoaK5kS3kVeRqdyJEw822IXmriVvMKkjlrf5YIaeEjAZS9UjUZFufvzgvi1P4SENgWbSS+fl1HUiNkFqPPQ+oMiGQk4pxFbEyYkSGUEgLQrYWIZKtJVy1jBuHGRP2mLUF5u6ECUqjNkOEkEqblNLE7aGne+fpLzzjThg3Qn/tsYcROwRN3h/OPPvzlvUbTzaJ279jiBnsxcjplcPvDc0hkaufObreLotn1ie61UDjArt24ME23LvtVCDOdtFHPs3bfN3/LjR/ifov6d5aoNRCVnV3ALDj3PJQnQyyXcQOZV01FJszV4oqwrQ/VousWnCeisnT+lxEO/e6CNteWUtVD8MdlS1lRi1ampD13jxF+mEumjyNp/E0nsbT+Jsf33EyXaP5EpRkIZwtdm9mSyNfNqZxiYLMwaPSiPU9soNgStBWgxFRgaXpI13Nipn60aR4LssHAYy+YP6Z6Xa6IaeWgkyAPRqCt0gX1GM4Kj16AiALVTsmw/HQ4e+sIs4XaRIJC6sMLpFLgJpKImuNVuLjugj+OK1E+z00947+WSJ/3DP2hlT60Jv32ltoysaPybgTnF/q/LS3MFzB4dNMc1fQIp+Qs9MEWjLGaJA5jfJl4koFxXQzj6y/2GsvmDHIzqsAVVPQ5wSTsllSmymJxQ9cHr9vtlk/e9mfBrOKdLkOureZzVcj7qHn/LJlXAntfcIdShBhLWZMpAbGldqqJC+MK00MzJiR7Okv9IPsKdFFiK2brJtcSejdKWNHOL3QQM2diqWbwOpdZNgZTi8Mw64hNnD/E1i9Ftr3cPo0MlxZ7Bnae3B9ZrQyoXgmKdotSS1RTq8cEguq32ZNbp2iX91bQ3Nfrgurybx+D4iWude1JMbZzfeNJAr1EcygxRa1z5Gp3y82QmqZEt1K+zYRTA+MlQr+WHF3suCqt/Hy/qkFLaPnVpIgJztTvGPxZw96veRS2Fom1O4MsTBSVFUa0sAfxRCTcD7gnOpS972nuTG0t0kF+copr+gYoP35hVJcfaEfJch2LoYs/aWTVx9iKRSHKtgUWzMF+49aXxZJnK4zuo7asxZ9QNkoYa3rzPAiYDaB9OCRg53Wx+UwZIwkDHlS01Y3A21S7aPDSOYYPF/uL9m/W2P2jqGJHEOjivkC+9jyMHb0yaklnWQ2rmdIjruh42HseOhbGhv5eHNPYyL7seW3D5fcPawYjx56Ay6zfn4EVKxMQebZZklsmq3epKzTJoHTQqMpdN5slU6fnPbTZmcQa8jpcUVKC5Qf6BXInPBNSR7lHmcuok0FMAehVZ9kVfDWZB4xKsiVKn+62D4NgWoRITGTOkN/7Rk2hmYv+Pvyt/OAPQ+TuFY2oj3VjSuid4o8bzvD+WyJDYwrIbUOe5e1b3sYaV8faO48sXMMu473H3e4y4H+VaS/sfhTLcwkzJhLEUi/v0TdKryNbJqRtR84DM1cVIyZLGYqJi4LDFMRTljcN3PPuSznui4/tZUmL86BKVtdKbxLLgX/eg/kPLc91B56EYiz1dzkNS3FWaH03GPy1AIRO90XzCD4B2H1JrN6F7G93vtmSBPCTSnaSFT2VYrn37mePI2n8TSextP4mxnfLc17QakWyaQoyE1D+87gjoCUxMUz020LVVZfpD9KVy1B+IICXqv58y+ahEwI2uI9lhTTOZj5oNr8wd+TyyXQzKQm46/PbFYDD06bYHNWdLdaVlmTaV1gvTlzotNEqUvIwdI/T6SLgGsjcbCIU0RKJGON9keN68golryKhLPB9EY/e514dnng5rbB7kbi2QKW4VnEHZz6+foyb5cjrok0txZ3FMbLSGw1OzJtJI1mmi+paGKWKcmNK/WPliQcvZBly+rNSPfL9yCCGVa07xNZPIePFaG3PVMyZMYSUFQK8RLhWgaRef577ZmtNG8zoXAqcNTsE+svz/ivbsBa0ssrTi+9IrojuN5O10xyTCrDuSS2YW2nHmlFQGebFndOrL8JhK4lrITulCY0ITlN8mJTBOWAsI0cjWHzW6HvhXGTabr/b3tn0mRLcuX1nw8x3Js3hzfVoNJYjaQGGsPAYMWGBd+QD8ISA9bQmNELjDaapgejpZJUpfdeZb4c7hARPrA47hGRWSXgGeoqkM7PLC0z7xA3bkS4h5/pfwz2y4Q/ZUy0JcVdvqw7GZrSKmv/STk2HuJZItd66ZMjeTtHRuq1WPexRpDXkat1xN+W9nKpRGnSKhIt17OZ/zd1Icoi8lOjXfWxKghXx4IdpUxhTkEtGQQ51TG4jNmakp7d42hMthC7PNdoZ5eJXYnIl0hn7d9rV9pKv8v4LtC1Ae8iITriyXN2Iyne4iCrc1pmrl92BpzB5JIaWrITTCknMCEvkc2aGVJbaBlI3sp1XYzsObJX5zwn4oc1syC1cu3UtH03yTms10nYGKZdor0a2G1P3IRzuBFL0BgRnLRIB4JkMrtmwJrMmDyti3iTGKNnTH6ubT6GhodTB5OUlORkOIaG6/GMY2z41f6S64P0ZAvBYW1m2408HDvG0ZOCJQ+O9mLgqj9iTeaL/TnXN2fFkQjNnQyO6dyLkzdZiSSuHQD1/hOB0XIYygCd5HglbzG9FwswZowVtfW5lhke/W1inoUy18KLs9N4pVtQ1dRnh2ONruYybhu3bN87TEpivGcDTlS6xeGSYRglUh0TZlNUvZ04Q+PG4w4eJlEBNyDbi5lMwFg7fyd7e2B3nOgve4YXHWEjGUu+85hxkuvsNGGGgN1bLn7mmc4aHj415E3k+IGlvbV0d6k4eMR5Nxu3cmromsBFJzX0aXWfeBRtXjE7wVeG9CMHOct8WZ2cAGn12Bw1XhvodRtpvX3Z39r1wWSwU8KG0nJr5T+RaHcpf6pCqOXDJOJsaO8MZ79KnP1qork9ieZHLtvxq3NYMgWAOS1eURRF+Wb4diPTAKb2loY4Wtq9RFzdIItpSYXKRfa6/NRUKXhcFz1HOmuYrH4GYoGtoswkMRazk1ZUpqZ3sdw4TaKWP82fVdtp2SImAoiY1/OR7zy/4zA1ywKn3LmX9lJiTP/z737Gf919zK/vztm0E1++PZ8dC+FdC33i8vxI1wRisrPImLsXJVzz4cAUenLIpF3k/IMH/vl3/op/9eU/4qMXt7x+t2PzRUt2js3rLH2MfyRRlH438PHVHff5E/zBEHalNpjMZjuSNyMhiKJoCIvVZEp/y3W0EyOG5HTu6dsGc31L+7bFHAY2f51o/v6H3P7IS8paWQPMarUgYiwRuQozPO0fXBc6dbFU3xc7uPt+y+bcYQK09wl3nGAK5GHA3tzT35xxfGWZzg12srgxy8+QxWgOmf46SoTcwbSVhYkY1JLyHTs4XTn8MXHx88Dtj3wRP5PnpT3Wcl2efRFxk+X0XNLr/d4SdkkUaL3BRKk7dGNZRHnZjslG2tkEMEEWUoM1pF3CNok42jkNfh2dwi+ZonlVt/xIKMww10GDOCPWqYSP6pSrz6lZ3jtHeVbRnHnwrQx3E5dIuS1RouRW9Yt1IbuKGlXnmJ0MzYOkB9to5uvCTks0+pEN83uS5t23gdbLl52Cw955uuuMG+oJBBvT3Ac326pgLI4el6QdGaU1HMjr1ynf2VAcOzWiZpbo3Kqv+LpW2pZ67OxEkCq24lSSLI6S5VBKPHJR+bZ2JaJYrhtvk0SiywXblB5ByQVaG+lcYIiesXh9khGjdoiexkWaq4GUDdvNSOcC+9jyxf6CX7y9Ij408jnRQJs49Q3x4EWAA7AHS9g4XnR7Lpsjn91fkaPlxct7dt3AZ19+h+beMExSplM7JYBEp6sImYniSPB3jrvmDJKZDfG49dQWSWaKosMAjwzp7K2oqq/G1yy06KSj1nzMyjmHxYHyVBhwcUBKpJKUikHti0GdpY4aSu/riD3I3EkjE4U7JZpyzYSto7lzIlBWlLEX418M9Gw9NGCPAzwcaPZH3P6M6fmG0DvCRS+106cREyJV0br/3HHVnYPxHD6W+XA6M7R7GDfSYtGW+b36w52PbJuJXSPnPhXV/7Xz3FQfg1l+y/dlcUzkx6+bjetq7JZ5TK7HZRtzG6s618biOLSrx4qDGGOWzyoGrynK6hlD2njGc0vYZjGmXQabMYNkU3U3hs2bYkjfnLCr9O38RCwQV8euIbl1k3NFURTlb5tv15g2WRzzRVij1tPZEj3J1cgqysZrg7mu5ZNhNvJqa5A5/aka0U+80VjmntBztHrlpZbHV5HS+tCqrtMEgwsGbCa00nt0SpbjWBZxTqLKxsA4Oo5TS78d2Z9a/ubzF+SbFjsa9lcBMzhpeXQnjoSH72XMy0zvA6fgGSbP84s9v37R4F63fPLilr85tLSvvbS4umz4dPOGq+cP/PTqNSFZjn7H9OFI/Kxj+zpxOzoxpIAX/Z53LUsqvS/1WTax7UaGyXMcWmJcnAESkZD+2naS9kpkaI5ipB9+cEm/lciMGQL57TVnf9kQNi84vHISvRqroSpei7nu9+mxZzHW15GDdQSiGsDNPkm/2BcbumGCt9L+xR8D3Y1/pJztT6LoLafXiLp3dlQBsGYvauRiMBtOzpJaGK48u58f6G4dp2eW5qG0WmmLwTcu19juV4HunWW4XFZ100Xm9MLiT1nSF0M1VMwsBFedN+0d9NeZ6dxgmoSxiehzSfcuLbbWi2e3HJ/12JjLFqoRu4rMPGo5tR5MdburzP46FObPWEWloXzF+ORcGSTd2IlWwfrFItBTPrAuUCdEfO/RFwBWYzm71Yf+ngReqpL/FBynh47tF5bt26mUMMhJEkfYgslF2MhDniR6uU7tJiFaAeX9tVc6rA5rMUqqGrdE66TcQSJuxUB3S2TNBolKu7GW4phHGUApGYZJSkhSmzF9ZOMnGpMI2bIfW8bkOMWGrR951h64nTb84v6KDLza7Nk1A9fDllPwnPcDn1ze0trA1k98snnHpTvS2sAX786JNTIb3NxyMflMd3kkZxjHLSTDmRv5w83nHJ833B42/PT5a/7xxc/5l3/9Id2NX/Yfw9pEMUZKUmrmRHNnMFEcqX4v131sLb6oZNcuAqb2PrYW03iyc49E5OyqX/s6klpbYdU5sEY+64lb16/X8htJQSlGnTVLVDQEiTSXFPDsLMY0pG1P9hZ3EofLeC6ZB+RqmGfZZinpedSv0RjpZZ0S7I/YEGliJnz/nOFli0kZfwPmNIq6eM7Y+yObzz3ZbnEnx3ghqu+nS5l3xwuDP0BzMEsrLJvxpRQgYbA2zUJ3j3p0s3LesdxPZof5ao6bI8hFjDG5YjTn5XXzsV7/X30i1eFXs4GsjMFHjo6cMVHy1CXN25LcUkKRbYYu4rpIpAFsyfAwjFee7DdikJdItwlpdsQAs5ZFtoZj1pppRVGUb5JvtzWW4ZEVZQapLwVprxFKhwc7lRTVhsWzTL2hLYY0Npe1w2IIm5r+vfJKyxOIUFJJ62NdN112y/Dk9fUzVzWjJsgTITje3u4Y71t8NJh2SdOeDhvcjef0IdIO47Oe3c/le42XrQhaxeWG7PeG/bGj9ZE31+eku4af/uEvefWjX/Kn0/f45OyWX51dMjx3nH3vnhAcjsTl5sSZl9TF20v4pz/+G/7zFz/h/JeyyojbDJPjsjnJ5xyRBZYpxwnm6JFZqdvMh6Ac79gb7I0InqQi4jWdeU7Pd/hTpr3v6b2I7TQPCX8uPZnFMbJ48BfDajnm9QPnOs9VFNXkRRXcjhIRip2VPqSNx4472uMAxjBeNPghc/Hn74jnPXc/7BkuHGFj5xYvkpKa8adM/3ai++UtuW+Ynm1wh4nkzzi+tAyX0O0atr+eGHftvP+plT6w3Z2kMZ+eWcyFLIKGZ4bpvLRxcXB6bmjuLd1djTqJmIyNstidU7izOB38wXKaSq3jZL5yHc7ZD6sF3OwQWv2e31MXftWZtDrWj8oc8uoHFuGcpwZsOVm5hH9qRH/eJ/iKYn4lbJZ9tIPBHSn1jouBXR0t84J2ZWD8vhjTziRyNhxOLe51y9mvMn4fSc1qEZ1kvrNxVUNpSuSq1oqmPM9lVaFbMgRkfCWztFiTbIHitLFmZUwYki9OpBoBawzT2XLt8XT8lmtjdsYUqyV1Gd8Geif5+rdjz+f7C273G2K0fOf5Lc/aA2+OOz5/c4nziRebA2d+4GHqAHi5eeDvXXxBbycaE/lue80Pmzd82r3ms4dnfNlu6Xzkyy93uCZxth0YmsgfffQ53iT++P4PsDbT2YlP29dsLwb+6uIVH/e3/FH/Ge5iJBsx/mM2TLGUwiBK4CE68lha2JXvX+vGa09jmR+W82lCkgi1teAM2Xty55ZrO5esmRLtnFX/zWo8r35slHmnvnY2uBehjsXgDZEcwiqVJT8yirO34C32FGhCIjW9zD0g+1evrdojuzoJhglb3994TN+R9wfy8YhtGzDnHJ87oGMTktyGhxIJnwJuP9LetWwbgzsZhueGw8emlPQsjs2wNaQ+zj2XU5koXNEsmTYGf6Ko09d7TLmX5dXctDo+69TuKsJYS2ZifWztpFxt79Hfro6tx+N36VawOh+uHMu5F3w9vmAbUSgfgPGZJfaWPeBOFnd08/Xg99C/Kz21t9XRUI6Zh+Pk4F+jKIqifEN8u5HpVdQ4jQ63t7hBvLFxw6L4/DSChvz+ymI9i3Froiz8si2toYwhufz4tcHM3v1ZwXi1IKwe7JliSErkp0QKXVnlZHlDjGJlxW3Ct6GI58iC1Q7SN3J7ceLwomG4b7ARxvPSq7QIqImxnvHJ8PbdjuavN/RfwvUPtvyL7/x3/uzsIzZu4nJ3ZO8j/+ijX/Af/+ZHAFy2J1K27JpBbrhuYrqK2DFjRosdYbhvedXeMzwvSsrJcHqVGZ9HNjYxRRH+WYsDGcS4TibPrammM4M/lX7bXm7osRXDGgPuuC3nWNI/w8bMxvOSOprnY/2oNRbL87Vlz3xurBhjzkE6QTAGN4oBOl41mPAMdz8wba1EwK3Fv77jrHfsP2o4vLSidtuIImp/DSYmSZfNWWobQ8IOgc3bieGqZToz7D9uufyrA8/+IotAz7llLCJe2WS620RyjrCB9iGzeQ2xtcRtJvaZsMscP5D2LX7I5VjJMQNZAMY2kxojbV4i5MFBU4soy0FZaxatHTxmeX6tPj+rbNfnqnFajdLy3vnYr9J6gcdRcFkDlrea+XWLANDKcHJLerlJRRPXrAwEwEylt/ZQoqM1cs3yvUz5nrOhuIpW/66TMEyTZ/yy5+pnhs2bSdLnS1pwtiKKVdN2AVmklwi0LddyrsJXqzY8td4+eXFGLSUrpewjyWJ/rqdvioq2l8yh5OT6TU2t75T5MD3te26NpK4aafFlfSJ1ib6f8CbhrYiHvbm+IL/pyE3mbnviuGu4O/WkfQO7CW8iP+iv2bmB27HHmszWjmzdQG8mrtyej9yBV+7ITy5f85l/xoebe/5k+h45G662R/Zjy3c2t1z6I3+y/b6Uz2BpTeSFf6Bzohp+5Q503STXbzaMwZNc6Q1sMrGmfWe5z0hdeCaeJUwUo9AGcdjlxpLS0q9ZzgfUiHGuRmlxOlTxKhMl46Wq/tsBbHEmi1p1lrT6khVTswhm5fylr+FsvM3/OwPeSZq3FWeMCRGKkWuApnXE3srYTIns3dKL+un4m7NHpB2XCR251EiTxTF+eOlwp55uStjq3InSMsvEjD8mwDJeGU4fRPKmTBKTYXwu2iB5F+ZsDRGrk5/sMmErUd7YF8fk2mFY872frCPWHQ/m+0tdV7Caz1ZlKXVCWuZY89hQX60hTJY5sN1balcLZgexjOO4KeMjGdIkIqYA+SySno10/UQIlmkqjyfRlRneWGyE6SyTWvkwuY9mxkEj04qiKN8k36oxba3US5MhHx3NvZnTZ8NmWaTLzay0WALpV/rI6Kr/GzGmn0Tb1uIsc21UXr13baDMG5XIyry0fxR1KQaQLzcyn7FO7rypi9BFmkYWX62PfPTJDV/YZ4ulYWF4LnVSaROhyRAlrdd3AesSTRMZTg3hLDGdLGnyNDbS9xOdDTQu0vrIx/0d06HhbTjnRbfH28h3t+/4sx5+fbjg4uN7rv/wGdmLHLq/9vx6uODwowl368hNZnwZaS5GEdlBRNMeGVHlYNkmES8mTjTY0WJHK32cxzy3I5E0OUPcOEh5Tif1xzxHANap3Y9SFfOT81GjlFEEjyTFPNPsl37jtSa4imzFjceOodR2Qm4c9jTS/eKW2D1jOvPzeRcngHy3aetx531RGnfY0NB+eaR72TCdGY6vDH7YcP6X9/j7gU3fsP9Ox+GVI2wN/TtRWx0vLN1txB0Tm2vHtLXcfmo5vUqMlyI45t7kub+41BuXQ2DFaDl+YBheJGov3vWxmI3gJ6nYX4lc178f1fEt131+8v51VsB60fm0XnleKK7+n9P0y3tn/1KN1NSFpwVzMmw/NzT34jx6tM1cN8gSpc5fjXj/vkSmQ7QcHzq2n3kufh5o7iWSK4auqT68kqWz1FBKHW/EjnLg5iyQwqMxR57PoSgLi6Fuw+J4SY1khKzrdOsF4IZFNE5Km81jZ02CqlDsbKLpAnSB59sjnQu4cuHFk6M5mtrIia4Wp7pM0waetUdeNvc0NtDa7zAmzyG19HYiGsuUPRZ46Syfbt5yO234/uaav9i84jC0pT4705jIzp1o2sA0eo6x4ZQbHBlvEyFZWhJdEziUjIgQLa48B9Lv25iMaZL0TncQLiP+UhTypoPHBBFATM4skdvoxEER0mxUm5iYI8DWzunMJjE7CcUpZVbjJGOjlIxIZpAV4bl6e4lLWrm8QZyKxlqpma6PFZXx3DZi+E7SwoqUcfuRzlkRJQupKHeX+2FK5MbLY6X8IjtJpyc68qbDeFe2K9dr7A3TztLc+hKdN9KGAPAPY3G0OexoyZvE1Qf3eJcI0TIGRwgO7yO7fqB1i2hC6yKpz0w7xIne8DhCvJq7ngqTybHk0b390XvyMgYelcvA7LCa1xnr964OvYiM2ZKGX7se5FLbLIZ/LRvjwTMOZefbxGY7crk9AtJm0xppr3nrMtPYYwcpIcrdoqGAzTivxrSiKMo3ybec5i3GdDx5mneO5k4ej614WM28UlyiYhjIPmPGElleLSLySmTMJGZRL5OAYOa0cFg8zqamerPyLJdtZdFnWYyFJCnjZjTSciqaUkcm77Eu4QHnpZWVLa1SnvVHxleO+32Pdwl8Iu4iGHAPDjOZspjNhFeZ/izOxyb1Eg0+/Oqcf9P+XZxNvGrvcSZz+27L9UdnmCbxH778lN5NHGPDJ5t3nP7OiV+8u2QYGvJ3EzSZ6TzRPBj++Bc/xG0DqUnkDNYnrEuEULzfVTDtyeojJ4O5a2hKi6ZsRZRIfi91mdlKVNbEstDsaz/cx8ZyjbCsz+EcHTBPzkk9r1EMc1sWmpgigrY1tPcJ/zBij2J0xMYQe4/ddOTO44ZE+5AJpWY5lRp7f5BzYQ8j5nDCPN8wPO9o7t3cTzt5GM4Nm6uO9vVelGunHWGzY9rCdOZYRwWzBTck/CEynrcMLyFspRZ62pvZSJFSAVk4xy2MVytrNVhw8bF43iqS/JUU6nrt1mHzm1K/y3F8FLV+Gmwyi3Pj6xaMc3ZB2V42lDKAJ/uWii8sIdkhiLNMxNSkHZedwASJyte01RoJijVVdhVJCunpF//dZJg83HZsfy3p3bKwLxHIen5W58Tk4kAypQ1PjYTV62JVd15FkLI14KX+tLbpmVXiDfM5qUaCm6DZZ0xOhM7O57tmp8xtjFI5j/uM3xvGU0PTRM42A2ftxPN+L/2jyfQu0O5GxmAwXeK8G7EmsWkm/NnEth+xJnMTzjiklvP2hDWZIXmm7LA5cUqNtE3C0dmJu7HnEFucyRyHhmu7YQyefexw5FnU8RgbYrlYj6HhZ4fnvL7cSQQ0MwuW+SI4NkZHiMWYdqmkFGfMJrLZDhjgaBPTuZ9bA9oxyjXspR2WGUoWDIvjSVKtJfJfU3+rgyI2ZhYYtJOU57hBHJhhYxdRxxplDfV8L3XNplqYKYnYpndLu65tg/UWcxjkNc7O2TnLdSO9qC1AzqRNQ+pk+WDHKN+n2rjOlVpwjz9G2gfHcCEZN7mVdPIMGCsCEPY44YszyJ/EsbztRi47qfmakuM4NViT2fhp7jtuTWLjJ3KTSN6JuL1fGdN1vlzPnaweq0Nj7ShfvTb75fm5Jnu+P5Wh9TVZPuu0/Pk2mpfxmI0hd47U1fNWxBcngzvK5H36KOKeJ1oXpcWml9/eSWePaLM4JHyW7KVSpobPmPH3xNuoKIry/wjfujGdk8Hce7obUTSOc6sVswglVaMgLT9zBGz2HIthhZWF+xLFqmlYWUR5JIxTdqDeeJcQ6Wxw19/ZSP9bwyymZIricHMP7a3hiCf0kc1uoG0lTa4q1I7B8cX9OTFZ2jZKdGYzMQWLvXf0b6TGNpxJ1HJoG0IXJJ0wWvyDpbsBrOfXm0vOLk/chC2dD+ST449/+UOsy/zs+hnbbsKYzOeHC3aXR+7f7Nj+jwY3wIN38MHAcO4x+xZXouDyhYqDIRtSMrLOWxnSuUTB0l3Di/9i6N8l9h85TBblVxPtXN82C+Y0Bprife9lQZaLYnVdjGQHOS6GbS4LhEdp4KYYD3YR54kNUud8EySVuqutfOQ95jTSPCSGS8u08/i7FnKmfXvAHVvCriG2luHKUtOG5+6xw4h/GImbnunc40+Jsy8Mh1dFFOfS444dLkTsEHBDZtxZhnNxyrgpk1ox4lNjaB4iFz+fMLHh7lMYnklKX/PAEvWt35/SEqv0ZMYnaY0Vv9p7do7qV2fTWnxnZTTPYy0tRnZ9r8nM1/bX1TavgmHz2Jg/Z509sH5/HY9l8WknGc8myAfHXWTfGdzJYsfqiCmvqwG6Ug+fHYyXWaJ/K8dXXKel/A5zuuu5emPZvhGxqNRIumhq6kpeVOlr2rvUmRehOiPlLbBc3+voJciYDJ2cPFvaWcn/kEstsIxNM19z/pRp7wI2JHwjCvhxY5k2YlXM6u9JDD4bpE/udPDkneFqc+JZd2Drl2bhz7oD333xjvud9H5+uXkA4Hl/gBfy+8IfidnSmcAPttcMqSFlwyk1WJPYp4771PCxA0fm5rThf/gXnIIv85qkyv7qcMnzZk9KhjQ6DqHly7DDmcz1YcPntxf8u7M/4jg2hD5Dm2h8pPPSWWGMS9jTWEitjNfNbmDbTtIfu7EEJ9FGG1M5B09ObqlnljEshnTYOIlmN+Jcm0XgnooMZkrrKivna20kViPQ2vn8U4znR+URXtrt4cwsFmiq8W2XtJXcOLEBx7CI2TlPar0Y64hT0I5BIs4hSgp56yFn/O1Af+ZE8T1DclauTcRpY2pEfLSY1MjYv3cchpYXmwO9mwjJsvFf7Ye38yPvShR2LdyWV5PcoyynpwY1fMWJuHzxZVuPsuBm5wePxtLaKTk7L6vKuIPU+qXkwlrCruH4zBE3WZylQcRX+7dyj5x2llSd2oAzmVD+tjaL32J9T1jtg/k9mR8VRVH+X+Hb7TOdDfnkaO+k7i41ZhYPmVMH/WoRX4VykqilJsTIWqesrnvcilVbUquSEVWRr8n1kohXvXuyRNdAVL+rMIldbtggn2MnMfzD0RM3E10TZPGWDSQr9XVRdlDWv4auC8TgSDZzeJGwPtP1I+PQkAdHTpacEy+vHvgSSK+32BGMzYRg+feff0pMBnc+cTy0OJdIyXKaZOF4GFq5oWbZv+5G1KT5IOLOIzmtD9hiSOeMqO3Wm3YJfYnTw2JPUu/b3keGSzur9top0RwkGj2eSXShezcxPGvK+ZOolQk8PlclIpuLemqqYnBmOb6JVR1tRhRNO9menaR3pzuBO0VS5+aIT3s3YT/wnJ47upsG//pOFm3HDnvspRdv3HB64Zi2JfX7gx3tMGEPE+2NqNymxuL3kXHXcXpuGC4c/tBiT4HsraRU5jwrewcrrUls6R3tj4YEXPx8pL/1fP7PpEZdemQzR/NiXyLgkyG3idykouadl+jGfMGW4xef/P9kcTVHlZ9EXNa/50yMqj+wTgUvzql5WzzZbjG2axlFbSWXjTg85trDXAzmg5QVVOdY8pBaWRjWmmsMsGVuk5VaydioC+Nsa9rr7z7+2rN5nUWBPhfDyttZ8EhSscv4LWnxkg1SHBjZzG2zZupQMmYx1qx0kEqeEk3NmIFSslHeFjJukDILGxJmSrgkBnns7Vzri5Ft1OspecnIMNvAq/MHvr+7YeMm4uqCPnMjP9xdc9xI9PHMD2zcxIebO551B87cyLPmwHlRp0wYbsOGIXmG5GlM5GA6Xscd3/Xv6KwYtWPyfHD2wPPNgZf9nl8fz2cj/nw7kJLBmsxtPKOzE+fdyOHU8d/uPqJxkYdXE91uoHFR1MBLja4xeRZTM5tIs5nYbQb6YtilDEfD0lrJl3Tp2i7JW5jEEywO4UxyTtK1y7iZFapXwpS1dj21zFkB65KIWvISektu5DNFVX22siBlco6LiFgCewrUdlU13ZtO+uPFzpEaK62tamsma0UtfAzUftUkpP45RJl+ivFoThPdGwtJ1ETdEKntoebPK6nvsXfSyjBkbm+3nHUjLzd7Whfw1H7jjpQbWhvxJsr5NMv8YZw4Oea2VL+hTOWpEf0V+zOv5iN4pEPx9H3zJuv6YDWHziU8rSXajvGyIfaSTTA8M8SuOArLGscfoTmK1staDLS2Y0vZ4FxiLJ1OiMzZE486lyiKoijfGN/qsjRFg3/w+EMRXHLiVZ/bH5UFxFx7t0otzcks0c0ayavB6UGei31eUl0TpXVIXgLTeXm/pHOZxzdNW1JTLZjB4IbS1qXs27QTEavuBpq958H0dB8GMTCKSM2yZhBjNVqDt4nt2YDZZfpifMdk6JrAsWmZJkcIluebA9+/uOFP//yn+EM9Zpab2zOsk7rs2r4KijGK3JhjtNhNYP8Diw0Ov5cURefFXV5TuQ1ipMs+sjxmMtalWb+GnJm2iXc/9sRSC5camM5d6Ttb0pqLoJF/mAhbx7R1uClL6w63LO5NZu6tPEdR19GAlEsEpnynJ0ZeagyhFwGd5A1uSrRvD5jDQO4awsYtafoxwzCShwG6hnDZka3BjQk32HmRO209Td/KNlsn9Yi9E4N9FAt02sJw6XBDJwbGSYz5sJEIfNjIcem/hP460d5NvPmHG+5+HPnev81sf+m4/3FggDmKa4MsRqWlDqQz+ZI5GTk3qwXd7Iyoj31Nz+WnUeuve/5rF5VPXm/gkVKzfbowLfs019eWKE7VLKj9WWvJhB0M5mjAyt+pEyG/WaCsjPfcZPLJYB5KmuxgZ6Ggef9/D+huDO1DqXu2pSexr+MhQ41EG+kTD4jSd2tnR4YINJklxbseu2KA2JiJTpxTVQ0alvM8q4EXYyV5GC9k/GcvKcin59JbvToXxwuIG3lP2GTsRyd+8tEbfnLxmp0bmLLjGFtpbWQSnQ10dmLjxIDzNtKYSOMjKRs2bmJrR5qSvzwramfHVH5O2XMdd/ws7BlSQ+8DOz/wcX+Lt4nnfs/H/Y7OBl429/z42Rs+7y64bE5EDK0J/MHFW0ISAcZdNzI+O9I4SQJPqwu/zp3WJvw2su1Heh/onGQUpWy4bpJEfikOj9qjeR0dTkBI2Fwdhn4et9WoNsPiyK2ZPMkx11XXKPWa0BlS54vgnOFRW6ycFgO2ZDGQM+Y0Sb30WCLAIWImeZNcTyWKbEtkeQyY4ygR7rOuOMiyvC9JjTU5Y8YJ//Ye9zBItBoeHwNbLNCUiL3h/oeJ9GokP3heN+ecNSPeynUwJkdMlglDKMfWGymbwsg8lBoeOQsflQmto9E128yuni+vWYsvmvWYgUfO4LotU9cmdf5Ly2+QzI5p5zldOfafiCZBs4fY8RV9ARtK+8T4eGlmy3VlTS73Y3ncRAMRcs2mSzwSD1UURVH+9vk2jOn51j99ccCPd6QHmAbIjTjF53qj4qE3xUucbVlorxYPsRUhL6IYgWk0xAE4ijFd62JNRO6sTyLZc9ssEC9vlkVhjX7nRhb8za0jTRB2GX80mNEQR3HoJwf+AeJZ5GQO0nWkGM810y4nMY5cE5E1TiYmwz4ZrM3zDTCFgTA5MHATB7777Jcc0yv6e0u4Hshe2uUYkwk2kYsYTixibsbkpUwsWELwHMcOJgjXR7KPcy05LPs372ONSrtEKtsDiMESDi0xO1yydO8SoTecjnl2SpgIeQ9TyoQuMuaRIVryoURcrSjURmPIB5juMhMSzQ1AnMp5OsF0EMXgDJgA6ZhnQboUgCFzjInQiIEx9JFNPuKGA5mGY4Jx7+luE8N+j53uyOMJc0qcJqlXs0Mm3FpyqT+MnSGey4J98kl66BpZwKRbQ/KWk4epyYzbRP92hDcGExrilaSbx0kM6mAhh4S7P9H/2Z7rHyZ+8ZOG7tYQv4wEU/rCFsOyvbFwghAyoRY9OjBeLNjh1EitN6sosamOBx4tBqvg01xrPZ/glRepagU8XSg+jW58jbNjuXiQ/Q8y5vyQ58VryIbJltpoW4T6kLIIsugixE0mjFLvVxet2WZym3EHC/eWVB1iadmtcH+33osnpsT/98zfx/38ljAGDkmOQQ4GAqV9Ui6L7/TofKXOEY2BSRbmJpYMnppSPDukZFsxll7RDXMWiY2Lk2tuFdQZ8gZMA+YMaonMtIHhRcJcjaRoYbS4s0DbTTiXuOhGPuzv+O7wjs31kQnDPnUcglzjvRvBRsbkGJPHmow3kVC8RNaANRPv7MTeRCKG6xB5N02MMXNwgb0PbEwiNI6h2XA7HTh/+Jx0Gkj9LclE7m2ANDIAb22gPb3lfNozDEd+9s5y7Tx5uOHskBmTZQotbdgDMNhMKrWrp+CZgpPWWBmcj9hhIvpAKvW8ZuoId57h4DkdTrgxippzTJgxFkdIiQyPZd4/eqLrCZ1ndJISbe4z6SRjZWwNIYuzggPkk4iQiUO5bMMXB9YxczoNxOleUrNDKWeZJjKjWImjJZwSqXE0wxG7PyzR6saT8558PBFtS2oc+ThgTuKozMljxoAdBvJkSb4vxuyACQPkTHZiPBsmzP4ED1m227Uro7o4GkKEZJjewfTguHr5juu7c8Ie7vOBpt8zxIYpDcRy8773A31/4mZwhDd3TLcNaYAwVT2GldNtpdOxNp5rK6xlffDYYfuVVPD1vXI1lc6Preqq191BgoWHF3D8ODO9DNi9Y3NriQ8QnIzfPBnsnWF6SKQhM906wpt79vsT3qY5G2KMluN9JL1Ncr+YameRXAz6TDo9fO188jvC/H0Gjl/rLFYURflfMXBc//tbmSNN/obbzBhj/gnwn77RD1UU5XeVf5pz/pNveyd+W+j8qCjKbxGdHxVFUX4zv5U58mnSkqIoiqIoiqIoiqIo/xu+jch0B/yD8u8bloYaiqIo/yc44FX5+09zzsO3uTO/TXR+VBTl/xKdHxVFUX4zv/U58hs3phVFURRFURRFURTl/3c0zVtRFEVRFEVRFEVR3hM1phVFURRFURRFURTlPVFjWlEURVEURVEURVHeEzWmFUVRFEVRFEVRFOU9UWNaURRFURRFURRFUd4TNaYVRVEURVEURVEU5T1RY1pRFEVRFEVRFEVR3hM1phVFURRFURRFURTlPVFjWlEURVEURVEURVHeEzWmFUVRFEVRFEVRFOU9UWNaURRFURRFURRFUd4TNaYVRVEURVEURVEU5T1RY1pRFEVRFEVRFEVR3hM1phVFURRFURRFURTlPVFjWlEURVEURVEURVHeEzWmFUVRFEVRFEVRFOU9UWNaURRFURRFURRFUd4TNaYVRVEURVEURVEU5T1RY1pRFEVRFEVRFEVR3hM1phVFURRFURRFURTlPVFjWlEURVEURVEURVHeEzWmFUVRFEVRFEVRFOU9UWNaURRFURRFURRFUd4TNaYVRVEURVEURVEU5T1RY1pRFEVRFEVRFEVR3hM1phVFURRFURRFURTlPVFjWlEURVEURVEURVHek/8JpaELtA/vBQkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1200x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img, label = train_dataset[10]\n",
    "\n",
    "plt.figure(dpi=200)\n",
    "plt.subplot(131)\n",
    "plt.imshow(img[0])\n",
    "plt.xticks([]); plt.yticks([])\n",
    "\n",
    "plt.subplot(132)\n",
    "plt.imshow(img[3])\n",
    "plt.xticks([]); plt.yticks([])\n",
    "\n",
    "plt.subplot(133)\n",
    "plt.imshow(label[0] * 128)\n",
    "plt.xticks([]); plt.yticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "df3d72f3-277a-4c6a-8c52-f07e726698ef",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "model = model.to('cuda')\n",
    "# criterion = nn.CrossEntropyLoss().cuda()\n",
    "criterion = nn.BCEWithLogitsLoss()\n",
    "\n",
    "optimizer = torch.optim.Adam(model.parameters(), 0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "a1b59789-ab7c-4977-a863-ec34fc3030af",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def train(train_loader, model, criterion, optimizer):\n",
    "    model.train()\n",
    "    train_loss = 0.0\n",
    "    for i, (input, target) in enumerate(train_loader):\n",
    "        input = input.cuda(non_blocking=True)\n",
    "        target = target.cuda(non_blocking=True)\n",
    "        \n",
    "        # compute output\n",
    "        output = model(input)\n",
    "        loss = criterion(output.reshape(-1, 512, 512, 1), target[:, :1, :, :].float().reshape(-1, 512, 512, 1))\n",
    "\n",
    "        # compute gradient and do SGD step\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "        if i % 20 == 0:\n",
    "            print('Train loss', loss.item(), ((output[:, 0, :, :] > -1) * target[:, 0, :, :]).sum().float() / target[:, 0, :, :].sum())\n",
    "            \n",
    "        train_loss += loss.item()\n",
    "    \n",
    "    return train_loss/len(train_loader)\n",
    "            \n",
    "def validate(val_loader, model, criterion):\n",
    "    model.eval()\n",
    "    \n",
    "    val_loss = 0.0\n",
    "    val_iou = 0\n",
    "    with torch.no_grad():\n",
    "        for i, (input, target) in enumerate(val_loader):\n",
    "            input = input.cuda()\n",
    "            target = target.cuda()\n",
    "\n",
    "            # compute output\n",
    "            output = model(input)\n",
    "            loss = criterion(output.reshape(-1, 512, 512, 1), target[:, :1, :, :].float().reshape(-1, 512, 512, 1))\n",
    "            val_loss += loss.item()\n",
    "            \n",
    "            val_iou += ((output[:, 0, :, :] > -1) * target[:, 0, :, :]).sum() / target[:, 0, :, :].sum()\n",
    "    \n",
    "    output = output.data.cpu().numpy()\n",
    "    target = target.data.cpu().numpy()\n",
    "    \n",
    "    plt.figure()\n",
    "    plt.subplot(121)\n",
    "    plt.imshow((output[0][0] > -1).astype(int) * 128)\n",
    "    plt.xticks([]); plt.yticks([])\n",
    "\n",
    "    plt.subplot(122)\n",
    "    plt.imshow((target[0][0]).astype(int) * 128)\n",
    "    plt.xticks([]); plt.yticks([])\n",
    "    plt.show()\n",
    "    \n",
    "    return val_loss / len(val_loader), val_iou / len(val_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "24a0e109-79bb-4ae1-9b22-f7b840abbe03",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train loss 0.5868120789527893 tensor(0.8403, device='cuda:0')\n",
      "Train loss 0.19630204141139984 tensor(0.0427, device='cuda:0')\n",
      "Train loss 0.15530237555503845 tensor(0.0069, device='cuda:0')\n",
      "Train loss 0.2651227116584778 tensor(0.3042, device='cuda:0')\n",
      "Train loss 0.2362074851989746 tensor(0.1280, device='cuda:0')\n",
      "Train loss 0.10270019620656967 tensor(0.1085, device='cuda:0')\n",
      "Train loss 0.13410162925720215 tensor(0.0456, device='cuda:0')\n",
      "Train loss 0.33556947112083435 tensor(0., device='cuda:0')\n",
      "Train loss 0.21219578385353088 tensor(0.1217, device='cuda:0')\n",
      "Train loss 0.11017388105392456 tensor(0.3955, device='cuda:0')\n",
      "Train loss 0.12263717502355576 tensor(0.1067, device='cuda:0')\n",
      "Train loss 0.13351845741271973 tensor(0.1172, device='cuda:0')\n",
      "Train loss 0.23029473423957825 tensor(0.0021, device='cuda:0')\n",
      "Train loss 0.10000260919332504 tensor(0., device='cuda:0')\n",
      "Train loss 0.08000857383012772 tensor(0.0537, device='cuda:0')\n",
      "Train loss 0.10466621071100235 tensor(2.9781e-05, device='cuda:0')\n",
      "Train loss 0.11190986633300781 tensor(0.1140, device='cuda:0')\n",
      "Train loss 0.23956160247325897 tensor(0.0041, device='cuda:0')\n",
      "Train loss 0.21730037033557892 tensor(0.0200, device='cuda:0')\n",
      "Train loss 0.26170846819877625 tensor(0.1255, device='cuda:0')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1666695185098797 0.14549147464334966 tensor(0.1875, device='cuda:0')\n",
      "Train loss 0.12532232701778412 tensor(0.2045, device='cuda:0')\n",
      "Train loss 0.1225409284234047 tensor(0., device='cuda:0')\n",
      "Train loss 0.10767891258001328 tensor(0., device='cuda:0')\n",
      "Train loss 0.12287860363721848 tensor(0.1068, device='cuda:0')\n",
      "Train loss 0.2022818773984909 tensor(0.0050, device='cuda:0')\n",
      "Train loss 0.23204314708709717 tensor(0.1000, device='cuda:0')\n",
      "Train loss 0.13556645810604095 tensor(0., device='cuda:0')\n",
      "Train loss 0.24754014611244202 tensor(0.0411, device='cuda:0')\n",
      "Train loss 0.14234915375709534 tensor(0.3206, device='cuda:0')\n",
      "Train loss 0.19388622045516968 tensor(0.2181, device='cuda:0')\n",
      "Train loss 0.10558545589447021 tensor(0.6571, device='cuda:0')\n",
      "Train loss 0.14346614480018616 tensor(0.0482, device='cuda:0')\n",
      "Train loss 0.17505042254924774 tensor(0.0333, device='cuda:0')\n",
      "Train loss 0.09362014383077621 tensor(0.0033, device='cuda:0')\n",
      "Train loss 0.13918733596801758 tensor(0.0623, device='cuda:0')\n",
      "Train loss 0.07410257309675217 tensor(0.3224, device='cuda:0')\n",
      "Train loss 0.1345595419406891 tensor(0., device='cuda:0')\n",
      "Train loss 0.1408117264509201 tensor(0.2015, device='cuda:0')\n",
      "Train loss 0.2679837644100189 tensor(0.2358, device='cuda:0')\n",
      "Train loss 0.11203010380268097 tensor(0.3122, device='cuda:0')\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.14816094969399274 0.12293620463460683 tensor(0.2083, device='cuda:0')\n",
      "Train loss 0.09664302319288254 tensor(0.2340, device='cuda:0')\n",
      "Train loss 0.13790801167488098 tensor(0.0867, device='cuda:0')\n",
      "Train loss 0.1180485412478447 tensor(0.3608, device='cuda:0')\n",
      "Train loss 0.09139467775821686 tensor(0.0003, device='cuda:0')\n",
      "Train loss 0.0802428349852562 tensor(0.2575, device='cuda:0')\n",
      "Train loss 0.08017631620168686 tensor(0.0310, device='cuda:0')\n",
      "Train loss 0.20907644927501678 tensor(0.0233, device='cuda:0')\n",
      "Train loss 0.13619016110897064 tensor(0.3936, device='cuda:0')\n",
      "Train loss 0.15563039481639862 tensor(0., device='cuda:0')\n",
      "Train loss 0.1256103515625 tensor(0.4232, device='cuda:0')\n",
      "Train loss 0.31226545572280884 tensor(0.0987, device='cuda:0')\n",
      "Train loss 0.09408289194107056 tensor(0.2538, device='cuda:0')\n",
      "Train loss 0.0733095332980156 tensor(0.7571, device='cuda:0')\n",
      "Train loss 0.08670476824045181 tensor(0.0016, device='cuda:0')\n",
      "Train loss 0.0668925791978836 tensor(0.7478, device='cuda:0')\n",
      "Train loss 0.11452329158782959 tensor(0.0243, device='cuda:0')\n",
      "Train loss 0.10759730637073517 tensor(0.6338, device='cuda:0')\n",
      "Train loss 0.1928631067276001 tensor(0.0066, device='cuda:0')\n",
      "Train loss 0.10140714794397354 tensor(0.1038, device='cuda:0')\n",
      "Train loss 0.14643435180187225 tensor(0.0306, device='cuda:0')\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1428384637553245 0.12480140373110771 tensor(0.1619, device='cuda:0')\n",
      "Train loss 0.09434377402067184 tensor(0.0215, device='cuda:0')\n",
      "Train loss 0.07694458216428757 tensor(0.3107, device='cuda:0')\n",
      "Train loss 0.11299818009138107 tensor(0.6906, device='cuda:0')\n",
      "Train loss 0.08540770411491394 tensor(0.2151, device='cuda:0')\n",
      "Train loss 0.5123775601387024 tensor(0.0472, device='cuda:0')\n",
      "Train loss 0.13062283396720886 tensor(0.1212, device='cuda:0')\n",
      "Train loss 0.10219850391149521 tensor(0.2946, device='cuda:0')\n",
      "Train loss 0.09770119935274124 tensor(0.1361, device='cuda:0')\n",
      "Train loss 0.05965116247534752 tensor(0.0600, device='cuda:0')\n",
      "Train loss 0.0989832803606987 tensor(0.4578, device='cuda:0')\n",
      "Train loss 0.16985981166362762 tensor(0.0298, device='cuda:0')\n",
      "Train loss 0.12043266743421555 tensor(0.4659, device='cuda:0')\n",
      "Train loss 0.09087611734867096 tensor(0.0560, device='cuda:0')\n",
      "Train loss 0.18035316467285156 tensor(0.1941, device='cuda:0')\n",
      "Train loss 0.0774703398346901 tensor(0.5257, device='cuda:0')\n",
      "Train loss 0.21981075406074524 tensor(0.3308, device='cuda:0')\n",
      "Train loss 0.13404729962348938 tensor(0.3010, device='cuda:0')\n",
      "Train loss 0.1635860651731491 tensor(0.1720, device='cuda:0')\n",
      "Train loss 0.07045682519674301 tensor(0.5787, device='cuda:0')\n",
      "Train loss 0.09904660284519196 tensor(0.8030, device='cuda:0')\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.13889676140621304 0.12129977760836481 tensor(0.1912, device='cuda:0')\n",
      "Train loss 0.09461160749197006 tensor(0.3036, device='cuda:0')\n",
      "Train loss 0.09931527823209763 tensor(0.5358, device='cuda:0')\n",
      "Train loss 0.4157252311706543 tensor(0.0394, device='cuda:0')\n",
      "Train loss 0.18692150712013245 tensor(0., device='cuda:0')\n",
      "Train loss 0.14139166474342346 tensor(0.1473, device='cuda:0')\n",
      "Train loss 0.15206508338451385 tensor(0.0168, device='cuda:0')\n",
      "Train loss 0.1558590680360794 tensor(0.1690, device='cuda:0')\n",
      "Train loss 0.16163598001003265 tensor(0.0297, device='cuda:0')\n",
      "Train loss 0.12702761590480804 tensor(0.1442, device='cuda:0')\n",
      "Train loss 0.1759624481201172 tensor(0.2510, device='cuda:0')\n",
      "Train loss 0.12942522764205933 tensor(0.1085, device='cuda:0')\n",
      "Train loss 0.08607803285121918 tensor(0.5180, device='cuda:0')\n",
      "Train loss 0.23740577697753906 tensor(0.0062, device='cuda:0')\n",
      "Train loss 0.3473646938800812 tensor(0.1636, device='cuda:0')\n",
      "Train loss 0.13503584265708923 tensor(0.4861, device='cuda:0')\n",
      "Train loss 0.08418411761522293 tensor(0.2273, device='cuda:0')\n",
      "Train loss 0.12046592682600021 tensor(0.4203, device='cuda:0')\n",
      "Train loss 0.1737687736749649 tensor(0.2799, device='cuda:0')\n",
      "Train loss 0.0711381807923317 tensor(0.6792, device='cuda:0')\n",
      "Train loss 0.09284424036741257 tensor(0.2048, device='cuda:0')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.13701617606915534 0.13617658082395792 tensor(0.3649, device='cuda:0')\n",
      "Train loss 0.28421518206596375 tensor(0.2612, device='cuda:0')\n",
      "Train loss 0.13376589119434357 tensor(0.1878, device='cuda:0')\n",
      "Train loss 0.10799107700586319 tensor(0.3892, device='cuda:0')\n",
      "Train loss 0.10601416975259781 tensor(0.7085, device='cuda:0')\n",
      "Train loss 0.12116658687591553 tensor(0.1523, device='cuda:0')\n",
      "Train loss 0.1340187042951584 tensor(0.1271, device='cuda:0')\n",
      "Train loss 0.09261777251958847 tensor(0.4337, device='cuda:0')\n",
      "Train loss 0.09590116888284683 tensor(0.2135, device='cuda:0')\n",
      "Train loss 0.09631206840276718 tensor(0.4137, device='cuda:0')\n",
      "Train loss 0.149620920419693 tensor(0.2873, device='cuda:0')\n",
      "Train loss 0.16965420544147491 tensor(0.4986, device='cuda:0')\n",
      "Train loss 0.05797718092799187 tensor(0.6216, device='cuda:0')\n",
      "Train loss 0.09747645258903503 tensor(0.3965, device='cuda:0')\n",
      "Train loss 0.15556927025318146 tensor(0.1571, device='cuda:0')\n",
      "Train loss 0.0836724042892456 tensor(0.2452, device='cuda:0')\n",
      "Train loss 0.13585583865642548 tensor(0.5493, device='cuda:0')\n",
      "Train loss 0.1705867052078247 tensor(0.6707, device='cuda:0')\n",
      "Train loss 0.07523807138204575 tensor(0.2379, device='cuda:0')\n",
      "Train loss 0.10402321070432663 tensor(0.4146, device='cuda:0')\n",
      "Train loss 0.0843869224190712 tensor(0., device='cuda:0')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.13082824756391345 0.1113160197623074 tensor(0.3483, device='cuda:0')\n",
      "Train loss 0.06539076566696167 tensor(0.5366, device='cuda:0')\n",
      "Train loss 0.12456619739532471 tensor(0.6185, device='cuda:0')\n",
      "Train loss 0.07540901005268097 tensor(0.5054, device='cuda:0')\n",
      "Train loss 0.08910316228866577 tensor(0.4659, device='cuda:0')\n",
      "Train loss 0.12738768756389618 tensor(0.5152, device='cuda:0')\n",
      "Train loss 0.12278004735708237 tensor(0.5393, device='cuda:0')\n",
      "Train loss 0.09067904204130173 tensor(0.4115, device='cuda:0')\n",
      "Train loss 0.08707904070615768 tensor(0.5030, device='cuda:0')\n",
      "Train loss 0.10781611502170563 tensor(0.4614, device='cuda:0')\n",
      "Train loss 0.12378519028425217 tensor(0.5481, device='cuda:0')\n",
      "Train loss 0.07729856669902802 tensor(0.4922, device='cuda:0')\n",
      "Train loss 0.08202244341373444 tensor(0.0675, device='cuda:0')\n",
      "Train loss 0.2003326714038849 tensor(0.0829, device='cuda:0')\n",
      "Train loss 0.21152038872241974 tensor(0.2649, device='cuda:0')\n",
      "Train loss 0.07640626281499863 tensor(0.5225, device='cuda:0')\n",
      "Train loss 0.11536327749490738 tensor(0.0103, device='cuda:0')\n",
      "Train loss 0.10551569610834122 tensor(0.5093, device='cuda:0')\n",
      "Train loss 0.0750265046954155 tensor(0.4119, device='cuda:0')\n",
      "Train loss 0.17485307157039642 tensor(0.0979, device='cuda:0')\n",
      "Train loss 0.1716608852148056 tensor(0.5682, device='cuda:0')\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.12735300352796913 0.10652388319373131 tensor(0.4418, device='cuda:0')\n",
      "Train loss 0.06658961623907089 tensor(0.2665, device='cuda:0')\n",
      "Train loss 0.14216820895671844 tensor(0.4323, device='cuda:0')\n",
      "Train loss 0.05975150689482689 tensor(0.8300, device='cuda:0')\n",
      "Train loss 0.20094318687915802 tensor(0.3822, device='cuda:0')\n",
      "Train loss 0.08663441985845566 tensor(0.5421, device='cuda:0')\n",
      "Train loss 0.11133750528097153 tensor(0.2973, device='cuda:0')\n",
      "Train loss 0.07450415194034576 tensor(0.5768, device='cuda:0')\n",
      "Train loss 0.11425609886646271 tensor(0.2545, device='cuda:0')\n",
      "Train loss 0.07430019229650497 tensor(0.4691, device='cuda:0')\n",
      "Train loss 0.051134515553712845 tensor(0.6338, device='cuda:0')\n",
      "Train loss 0.11946600675582886 tensor(0.1679, device='cuda:0')\n",
      "Train loss 0.09731558710336685 tensor(0.5625, device='cuda:0')\n",
      "Train loss 0.08830208331346512 tensor(0.4031, device='cuda:0')\n",
      "Train loss 0.05853591114282608 tensor(0.5335, device='cuda:0')\n",
      "Train loss 0.17950615286827087 tensor(0.3658, device='cuda:0')\n",
      "Train loss 0.0891740694642067 tensor(0.3613, device='cuda:0')\n",
      "Train loss 0.14628110826015472 tensor(0.1376, device='cuda:0')\n",
      "Train loss 0.1095520481467247 tensor(0.4290, device='cuda:0')\n",
      "Train loss 0.1116110309958458 tensor(0.5790, device='cuda:0')\n",
      "Train loss 0.14648152887821198 tensor(0.3053, device='cuda:0')\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.12284374492242932 0.10100362915545702 tensor(0.4938, device='cuda:0')\n",
      "Train loss 0.06888668984174728 tensor(0.6869, device='cuda:0')\n",
      "Train loss 0.18222132325172424 tensor(0.3222, device='cuda:0')\n",
      "Train loss 0.11553261429071426 tensor(0.4549, device='cuda:0')\n",
      "Train loss 0.105146624147892 tensor(0.4607, device='cuda:0')\n",
      "Train loss 0.0863155946135521 tensor(0.4848, device='cuda:0')\n",
      "Train loss 0.09278720617294312 tensor(0.3528, device='cuda:0')\n",
      "Train loss 0.06138972193002701 tensor(0.6189, device='cuda:0')\n",
      "Train loss 0.0723676010966301 tensor(0.7355, device='cuda:0')\n",
      "Train loss 0.07388739287853241 tensor(0.2893, device='cuda:0')\n",
      "Train loss 0.08165993541479111 tensor(0.4024, device='cuda:0')\n",
      "Train loss 0.10107304900884628 tensor(0.0918, device='cuda:0')\n",
      "Train loss 0.2412377893924713 tensor(0.2020, device='cuda:0')\n",
      "Train loss 0.12980829179286957 tensor(0.4623, device='cuda:0')\n",
      "Train loss 0.10390104353427887 tensor(0.2123, device='cuda:0')\n",
      "Train loss 0.17385952174663544 tensor(0.4285, device='cuda:0')\n",
      "Train loss 0.12098697572946548 tensor(0.3123, device='cuda:0')\n",
      "Train loss 0.08646705001592636 tensor(0.8195, device='cuda:0')\n",
      "Train loss 0.06799338757991791 tensor(0.3449, device='cuda:0')\n",
      "Train loss 0.16273033618927002 tensor(0.4611, device='cuda:0')\n",
      "Train loss 0.08021997660398483 tensor(0.6023, device='cuda:0')\n"
     ]
    },
    {
     "data": {
      "image/png": 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ueD7ZbylEvf+FhLE4btQv9B17/U7rXljkNDwUexJY1TaFlzefgrXOStqnBo6DLrQ9VRjtzmEHswRwgCS/b2f3GR1MtEaxxeMhaWt74Lc2KMzhyoQngb43in6qYRFmRfA26Kk/J4dvxr4ODG1SerQaQbQKP0vdxs8u2kbDsg4ealjAm08vYtyzO9EbR7buXogRURSikl19PmVVNBI0B0sdHpY6NvPA+d3VZfSrDfb6XJR6k/hL9Wnse3I2iU+tG/Kp5SZcgCQ8s56v33snea9dz3duvw1z4/aAn6MjN4Y8i//w+/fmaRhB3IKycbo55BVBfUnWovhF2lY+vfth5r5fi2fZ3AC0Tojh0WJiuH2y/8oyfb5GUSmwRrPU4eGF/JVEtA5v3pH0gAPFNIl/Zh3xzwTvFDXztV4r7Y7mNNxkvz26im/aFSv3p2zntYcr+H3dpVCyKtxNEmOQmTeO+ZH/Boa3/8MnbiuxG6vwDeO10gMeRcx+8nWNO46Y4srQNSaAlke5KL8sJtzNEGOUOz2KSdbhf7P77YFz0KuGV2pMAvgEcc+Oiwe1+cfxyrDJlDURHrVFNuzK8G+al75TMOzCtzIEMYrYmxV000D7j3LZXlNHeSMx6PMWVW9ghzg8ppffNk3hoCee8St1GgP67kIMgqLgnjD8+yZ1egfpnw4wA0Lx/3sjPeBRJHONi0bj2CrIv2g4mbRXdgf9/Blr9QH3+R0sp+Fmyt9v48PFWZQutnbvQCVEiCkWK5dM2zLs17/rGk/E9gP9HmPE+9+YRwJ4FNE27mT5tm/0euy59iQ+vGMBekPw+48RDV3U6iOfiP5Fl4uZL3yPwh9sRm9uxnC5ZNWcCAs1L5uvJhYP+/X3bbxowKE/o59xBgngUcRwu4n/sZ1Hm3PY6OlixqeX89ylZ2N9LzRVJZR127jgkbu5r37qkQoYA2k1Otna5aZB76DS5+SBpgKu/dH3Kbh7fUgqdgjRHyPOQbY2vOvQa+pEFQ+87aQe7X+KmmIOoecRqySa85Qlgz4+FLSJBVQtTQMg46MWzM93Y/q6J4SoUVEouVmYh8Zg1I5OfHsrR31vS0tLRYmwox+sPvKzhvT8sbGY+Vk0zIqDPoa3OjIUzJntGLuiSS/Wid5Wg+ukNKytXVh27/e78KLYXEWb2RTyuXTH43UtQkObkEfdGek0neZheu5BrshYzxz7QcZbIgec817pc3L9pTdibvBfnUaxWFiX9wHtu2r6vK5HdQBr8XHM/bCB+1O6Fz180eVi+dqbKfxpB97kaGJ+foAHc/6JduhH3+ON5ebNV5B3a/2onjFwopIAFuGk2O2oDgfGhCza86KoWQBahosVJ21mRXwJmZpOstZTheYXDZP4eEFy91aUfmixsezM+ht7P3f2eV2P7lkQFgtFUeVH/jjZ5qD0jKf5ZL5BitbJRGsUh/fnBRhvMdi24Bmm3HYLuT+WABZC9DA9HnSPB0qaiS6BCS8BisIGm4NNE76BLz6S6lMddEzxMCW3ip0bcihw9T9+bOaNw6H7n6I2ugMY0M2eYexyr5MLim8i6r1ozrvpE36Rdux2kJqi4nOM7iEIIUSImGZ3MG/fhQJkftL9sBcojGjGGGAEQalppMJM8/v8qL4JZ7S08us95wFQ7XNyxb13kfO1HST/aR0bb5jBRs+xnzyVPifjVku9CCHEyAxm3xW9tg5rrf8hilEdwKbPh/v5dFZ1aix6+U4SXtgIxqHNGEs+56uv3I7L6Anhap+TC353N5Gvh2bWwIlKjYrCkp115D8tLTXcTRJiVBr1QxAJf/2Uh/59DoX1G3rPCDBNJtyzmZO127l36Sv8q3YWdb/PI/PvxT0hLQZn/nRKr4qkcPJBAKYnHmBFfM/uUeXeFJ48sIiyjeNJ+9QgbnMd+p5K+XsWxy1LRjre/HRUlxfV3YVRdqh8mGmEdGbRqJ4FMSiqhhYdheHxyLzTYTBPnclVT7zB1bENgzreabjZ1BXBHTtWYP1rIvGb6jAqKgd1UcssCBEqXeedwpN/+i0RCtTqVl5qmYuOSrkzmU2bC8BUiC1TiS/zopjg+LwK09k9911vcw6pc9HfdT3qe8ADMnT0trZwt2JUUqw2nPe2DTp8oXvz9cURUDL7JbyzdNZ5NG7cdBXRr8eQvK4OxdOF2dqGEh2Ne1I6e65UsNZaKfjpZ+B/qEyIgKo+1UreocouGRaYefiGfRpQ8B4AumngQ0c3TT5yx9CiO+gyNR4uPYuEB6PRVm8acTtO/AAWw6YW5vLU5KeAqAGP7YtV0VgcATsWPou+wGCn14PXVFnpnMaCqFIKLU4yLNF4TC/TjdvhntcD+wMI0RdFwSjsuwLG0TRFRUMFBZY6PED3N+iTpj3Hf1d9LSClv0b1TTgRXIbdikMJzJQ9TVGZaotkpt3OD5JKWRwBGZbuHohdsXLdl/6Noo282oYQA9FiYrhm6vArh99dehl62d6AtEUCWPhVuzCODG3gte6BcF3cNoxoe0jOJcY2c3wmV8UPfyZU7ZrMgN1glgAWfvkcHLP3cLAkaA58kaOrpJIYnRrmJpCmDe/DvtLnJHvVwMMXgyUBLPwy5reGuwlCBFzbBIZdAeOXtWejbQ7c3tsSwKJPakQEC7P2hrsZQgSWqpG3YPi1E99ZPwPDPXAFDC0lpd9KGEeaM+yWiBOampzEt1I+CnczhAgoS2oyd+W8M+zXv3jh74j8IJmKXy7AfWERlpzsY45R5kzl3NWlxH2cSNmzs+jK9D+LSKahiT61zxnHdJsOyMwEceLompTJFGsrR++SOBRFdiv/KlwJheC8ys19tQv5YmkKen39kWNqi2K5Jb6c7ybshXwoSq73+37SAxZ98jpUHKot3M0QIqBqT4k8Mv1xpKLVCA6649Ebei9Uap3nHnAz98MkgMWINesurt63mInP3MT99VPwmkOfoqObBopsUieCrGPWsUVtR+LTTYW9KuwoFgvLpmwf9OtlCEL0yd6iU+1zHtNb0E2Dcl8nv284nQ/2F9K1JYH09V4iPtlJXvs6in+dwdTvn07x1x8kYQhziBuNTiyDKzMnxLCoEREsyK/o87oeDpfRRer63jfa1Nxsrk5+CRjcLAsJYNEn+8pNLP3N3XzzurcotNdQ443nkV1noryfQOZ7DZh7Kkn37Dzy6X+486o3NJL/kxIWtd/JY9c9zhmRPd1a3TT8zivWTZM+C8wJESCG203z5Sl8Pf92GqdE4DzVRVpiG9/Lf4+5EVWM0xxDmvfeYHQRv8vJ0WtFm4vSmGYd/OrRE383NDEiWnwcWCygG+jNzUN6bcvVC3jz57/GoVg5a+sVqM8kU3OayUcXPUjWf/RAqn1OJk9SaOuokt3QROioGlpCHL6J2bTlR1K30GTi5ANclL6Vy2J24lA0otWIPl/6q8ZCVs9P7VUTrvTh+ey57PFexxWdt58Nn7nH6G5oYkT0luEvxkh4voSl1jtRfZD08laMjjJiXtJYbN5B6SV/CNkqOyH8MnT0xiaUdU3ErYO45wCLhTej83m98Aw6shw0zNCIn1fLmemlXJlQzASrBbti5c9bF1Hg2tLzXopCzpTqIZ1eAlgEjenzkfTEOqBniAJD56SfVnDPqbP5VdqWcDVNCL9Mn6+741GyDUcJjP9n9+ObY+LYknYFzUVptBSqxNaZvW7AaakpfC/33SGdSwJYhJxeW8d7jy/A+5ONR6br/K19GopnS3gbJkQ/jPZ2aG8ntqyC2D6ed83O4fTIV4HIQb+nBLAIC3uLicf0Hgng9+onYxpSq0+MXo49zSz4wx3Yi5o4bVw51yatIdPSfyUYCWARFh0Z6pGbG826i4Y/50Bgth4WIiz0XWVk/7wMgFKHgx+nXoa7IIUvqh7z+xoJYBF4ioIWE4NvWh56pAVMsG/di97QeOQQ89BCIY/pZe6LdzDhJen9ihOH4XJh7K3EsrcSzfRfa0sCWAyJGhGBmpwEgJ4ST928WFoWelC1nu6r1ebj1qmruTT6LeJUGwYGDzbO5uVnzyDr7SbcWTFceNUaAHZ5dSb9vgqftyssP48Q4SQBLIZk7w9n85erf4eGSaLmZqK1v3pxPXN970vZwX3f28EXt7hI0kxSte7X5VugaUEGsRX7gtxyIY4/MhFTDEn+X/bx7Sdv5amGRWRpQ9/UerLNcSR8oXtDk+ybS1EdoSl9JMTxRAJYDInvwEGyf7aW/WdbOeuHt5P/yg0s3XkB77jstBrD2+jkjzmv0zV/coBbKsTxT4YgRA9VO7YysargPXUaziwbSSUNGKUV3RPV29qIe3Y9cc+CqSg8mn4mN/13NhUX/XnIp3WoVgyb9AVEAB26lk2ft9diieONBLAAQEtKpOLxcSyfsK3X41ZF51sJD5Om2djtNbln7yU0PJ1D0uZmlMqeZZemYTB10oEhn7fC6+S2istwfLZ/xD+DEIdV/mQeFy5fxz8+n4W9LIK0Ei+RVU6UfVUYzg5MX//zc0NFNuMRADhXzOfdhx4Z1CbsXlPnC6+XnV1pRx6LULyc72gf9EbUAC854/jLNRejbtyJ6fFQbK6izWySzXjEiChWG45VcbwyoWdZsMf0Uub1sb0rnT/vX0zZnnSS1luIrvYRtaMWo7G5e6VbEPR3XUsPWKDY7TR82TXoChhWRWO6TWO67T836hla+aIo1YMzO5L4XVHongEKHQoxSNq4dK7PXNnrMbtiZarNylRbKysmvw6TgQu6FwHt82m81DKXD2oKaV2bRmStScqmdrTaFvSaOswgTpGUABYYs0/i3QWPMdw6WcN1gcPN6Q/+luv3nU/zDSfBtlUhPb84MbXPSGdRRCvQ9zaSR0vQHCRoMDNtK6RthRnd3/CaDTdr3Wm83zqZ1zcUYavXSC/WiaxxoZYfRG9pCcjYsgSwYN8FDsYHqE7WUEWrETyf9wHz//crKMtkQ3YxctUL/O/hOxhWRSNVi+LiKCcXR5XwyPISALzX6lT43JS4x/PQ7iU0N8aQsNZG0ucurNUt6Aeqh9xblgAe61SN3AXhvwH28rSnmRY1/F8aIQBQFE5eWBaUt7YqGhOtUUy0NnLlnJe6HzwXDvicNOhWHq1dQnlbJjXrMknabhBT0YG65yA0+u9YSACPcVpSIrfnDG0P02DIskTjjXaHuxlilNOSk7kgZdvABwZQliWaLAs8Mb57eT3TuuvFuUwvrzgL2Xap/yK1MvlyjPNOyWKGrXHgA0PAlKtRjJB3ShbLooLTAx4Kh2ojWYvi+rgqMiz+OxZyyY9xLfkRpA6henEwWaO94W6CGOWq50cGpOJxqEgAj3ENp3mPm9psqmwILEbIvqgh3E0YkuPjN0+EhRoRwZWzi8PdjCPcnYObhyxEX7SkRO6aGP77GUMhATyGmaZJi/f4GH4AUGUEQoyAZ2YeZzuGvhw+nCSAxzDT42HnXVN5rj0p3E0RYsRq5tlJ1vrbn/r4IwE8xmmrN/HUDV/imbbkcDdFiOFTNSxFzeFuxZBJAAu01Zt45sbl3Fc/lQa9A5cR+vJAzboLi0tuwonh0RLiuGXSh+FuRp88pv95wLIQQwDdIVyyJJ0r82+ktTCKpgs7mZ51EItqcGP6alK0DrymyqO1S2j32bk2fQ3ZlhYSVT0g037cpoHik6XIYphSk1jXWsCpkeWkaEavqivhVtmV6Pc52Y5S+Kd0B6IlaxxYNDBN9IM1mD4vlswMsFnx5CRRfoXGtmWPjmj9/apOja9MbqHVXSPbUYphUR0O1LQU3HnJtObbaJplkFFQz3fyV5FrbWCWTUVFCfm0y8giN57K/X1e1xLAYsQUu53KO+dwxVff5/qEjSSpkYO+yA/vPLXw41touPxB2Q9YBJaqoSXEQWoSHQUJNE6z0FHYxYrZG5gYUcNF0eVEK9ZBb8U6VC6ji7STDToaJYBFkGmxsehTcin/ioNrzl3N8tgtAKSoPlI1B7u9bryHbjv8X+NCXv2giNhyhdSSdtTdlaxt/acEsAgJxWpDjY/DyEmjdWI0rXkq6pxWTs3aw00pq0nWvGQFYGitwutk9iSFVleVBLAIHS02FiUxHgBPbjLt4+0kFdejeLpv8Bn1jRgdHb1eIxUxRLgpdjtaeipd45NpmRBB0wyTxAlNfLdwFbnWek6x61jQBv0N7776qTwycw2teoNUxBCho7e1QVsbANreSuIB//eChTg+mB4Pvn37UfftJ/FjSARQNZ6LnQYpSbgKk2iabKV9opcvnbKZwshaLo3+ghjV0uc9kL9uno9pfOT3fBLAQgjRH0NHb2mFllbspXvIeAsygJ1WG7tjC3l9/GLaJ0TTfJJG4qk15Mc1cGv6KpJUD/HrbTT189YSwEIIMQymtwu9sQkam4je3FPQq85q4/70S/CNSyRj7x729PMeEsBCCBFAprcL3/4DsP8AvgGOlZVwQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJhLAQggRJoppmoM/WFHqgX3Ba44Y43JM00wJ9UnluhZB5ve6HlIACyGECBwZghBCiDCRABZCiDCRABZCiDCRABZCiDCRABZCiDCRABZCiDCRABZCiDCRABZCiDCRABZCiDD5/97+qe9YoXObAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1241641279682517 0.12032756749540567 tensor(0.6375, device='cuda:0')\n",
      "Train loss 0.12886086106300354 tensor(0.2505, device='cuda:0')\n",
      "Train loss 0.05699033662676811 tensor(0.4033, device='cuda:0')\n",
      "Train loss 0.14408421516418457 tensor(0.1187, device='cuda:0')\n",
      "Train loss 0.07688136398792267 tensor(0.3760, device='cuda:0')\n",
      "Train loss 0.13295674324035645 tensor(0.1952, device='cuda:0')\n",
      "Train loss 0.11638827621936798 tensor(0.7072, device='cuda:0')\n",
      "Train loss 0.1748327761888504 tensor(0.4705, device='cuda:0')\n",
      "Train loss 0.11925637722015381 tensor(0.4594, device='cuda:0')\n",
      "Train loss 0.10365535318851471 tensor(0.2817, device='cuda:0')\n",
      "Train loss 0.09436485171318054 tensor(0.6136, device='cuda:0')\n",
      "Train loss 0.07400764524936676 tensor(0.6254, device='cuda:0')\n",
      "Train loss 0.0837186947464943 tensor(0.4462, device='cuda:0')\n",
      "Train loss 0.06993632018566132 tensor(0.4769, device='cuda:0')\n",
      "Train loss 0.10873173922300339 tensor(0.0695, device='cuda:0')\n",
      "Train loss 0.13888031244277954 tensor(0.3544, device='cuda:0')\n",
      "Train loss 0.11474378407001495 tensor(0.5751, device='cuda:0')\n",
      "Train loss 0.07213663309812546 tensor(0.4485, device='cuda:0')\n",
      "Train loss 0.1628337800502777 tensor(0.2852, device='cuda:0')\n",
      "Train loss 0.1158914789557457 tensor(0.4338, device='cuda:0')\n",
      "Train loss 0.11124109476804733 tensor(0.4182, device='cuda:0')\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.12047086430713534 0.10146194633096456 tensor(0.4263, device='cuda:0')\n"
     ]
    }
   ],
   "source": [
    "for _  in range(10):\n",
    "    train_loss = train(train_loader, model, criterion, optimizer)\n",
    "    val_loss, val_iou = validate(val_loader, model, criterion)\n",
    "    \n",
    "    print(train_loss, val_loss, val_iou)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "47475366-56d6-49b7-8fc8-9d4c96123d2a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "test_dataset = XunFeiDataset(\n",
    "    test_tiff1[:], test_tiff2[:], test_tiff1[:],\n",
    "    A.Compose([\n",
    "    # A.RandomRotate90(),\n",
    "        # A.Resize(256, 256),\n",
    "        # A.HorizontalFlip(p=0.5),\n",
    "        # A.RandomContrast(p=0.5),\n",
    "        # A.RandomBrightnessContrast(p=0.5),\n",
    "    A.Normalize(mean=(0.485, 0.456, 0.406, 0.485, 0.456, 0.406), std=(0.229, 0.224, 0.225, 0.229, 0.224, 0.225))\n",
    "]))\n",
    "\n",
    "test_loader = torch.utils.data.DataLoader(\n",
    "    test_dataset, batch_size=5, shuffle=False, num_workers=1, pin_memory=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "fed9c52f-bbd7-4253-be8a-6b37e004003f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "model.eval()\n",
    "test_pred = []\n",
    "with torch.no_grad():\n",
    "    for i, (input, target) in enumerate(test_loader):\n",
    "        input = input.cuda()\n",
    "        target = target.cuda()\n",
    "\n",
    "        # compute output\n",
    "        output = model(input)\n",
    "        output = output.data.cpu().numpy()\n",
    "        \n",
    "        output = (output[:, 0, :, :] > -1).astype(int)\n",
    "        test_pred.append(output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "c24f10f8-baeb-4865-96b4-1f955a7df04f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "test_pred = np.vstack(test_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "63886d4a-4b88-44c5-8a73-86c115173e60",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "for path, pred in zip(test_tiff1, test_pred):\n",
    "    cv2.imwrite(\n",
    "        os.path.join('submit', os.path.basename(path).replace('tif', 'png')),\n",
    "        pred.astype(np.uint8)\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "2eb086f8-9f97-4b6b-9a0a-56379bfa7522",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mkdir: 无法创建目录\"submit\": 文件已存在\n"
     ]
    }
   ],
   "source": [
    "!mkdir submit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "352a2336-e1da-4b92-bfe9-a556031c0c06",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rm: 无法删除'submit.zip': 没有那个文件或目录\n",
      "  adding: submit/ (stored 0%)\n",
      "  adding: submit/3357.png (deflated 55%)\n",
      "  adding: submit/1529.png (deflated 40%)\n",
      "  adding: submit/1453.png (deflated 37%)\n",
      "  adding: submit/2095.png (deflated 86%)\n",
      "  adding: submit/2634.png (deflated 44%)\n",
      "  adding: submit/2002.png (deflated 70%)\n",
      "  adding: submit/345.png (deflated 86%)\n",
      "  adding: submit/3109.png (deflated 23%)\n",
      "  adding: submit/591.png (deflated 86%)\n",
      "  adding: submit/2251.png (deflated 59%)\n",
      "  adding: submit/1735.png (deflated 72%)\n",
      "  adding: submit/1573.png (deflated 92%)\n",
      "  adding: submit/2562.png (deflated 17%)\n",
      "  adding: submit/1837.png (deflated 51%)\n",
      "  adding: submit/92.png (deflated 67%)\n",
      "  adding: submit/1101.png (deflated 61%)\n",
      "  adding: submit/2637.png (deflated 41%)\n",
      "  adding: submit/3113.png (deflated 36%)\n",
      "  adding: submit/3130.png (deflated 12%)\n",
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      "  adding: submit/1164.png (deflated 68%)\n",
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      "  adding: submit/690.png (deflated 80%)\n",
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      "  adding: submit/1781.png (deflated 66%)\n",
      "  adding: submit/1265.png (deflated 52%)\n",
      "  adding: submit/538.png (deflated 22%)\n",
      "  adding: submit/994.png (deflated 24%)\n",
      "  adding: submit/2092.png (deflated 23%)\n",
      "  adding: submit/1122.png (deflated 44%)\n",
      "  adding: submit/2543.png (deflated 42%)\n",
      "  adding: submit/2631.png (deflated 13%)\n",
      "  adding: submit/433.png (deflated 29%)\n",
      "  adding: submit/1840.png (deflated 71%)\n",
      "  adding: submit/27.png (deflated 92%)\n",
      "  adding: submit/1997.png (deflated 65%)\n",
      "  adding: submit/775.png (deflated 79%)\n",
      "  adding: submit/3324.png (deflated 27%)\n",
      "  adding: submit/1739.png (deflated 48%)\n",
      "  adding: submit/1451.png (deflated 34%)\n",
      "  adding: submit/1040.png (deflated 74%)\n",
      "  adding: submit/1201.png (deflated 30%)\n"
     ]
    }
   ],
   "source": [
    "!\\rm submit.zip\n",
    "!zip -r submit.zip submit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d90b9e6f-6d0b-4565-abf9-16feec3b45f3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3.10"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
